South Florida COVID-19 Trajectory

Introduction

Public understanding of science is critical in times of crisis. The following analysis was conducted to examine the trajectory of COVID-19 in the South Florida counties of Miami-Dade, Broward, and Palm Beach. For phased reopening, the White House has set guidelines for local municipalities in their “Opening Up American Again” report. In the report, it is highly suggested that:

1. Local areas show a downward trajectory in the number of positive cases as a percent of total tests over a two-week period, and
2. Local hospitals have capacity to handle all patients without crisis care.

The analysis begins by looking at the number of new positive cases each day and the number of total tests performed each day. The figures are presented together because as there is more testing, there are likely to be more positive test results. Therefore, the proportion of positive cases is also calculated. Given a flat or increasing number of tests performed, the proportion of positive cases is the key metric to be used when looking at epidemic trajectory. It is recommended that this proportion not exceed 5%.

Finally, to ensure hospitals can meet demand without crisis care, the COVID-19 positive hospitalization census, COVID-19 positive ICU census, and COVID-19 positive ventilation census is plotted over time. Census refers to the number of COVID-19 positive patients in the hospital, ICU, and on ventilators, respectively, on a given day.

For Miami-Dade, Broward, and Palm Beach Counties, this document shows the

• Full testing counts data,
• Count of positive and total COVID-19 tests since mid-March,
• Proportion of positive counts to total counts within the last two weeks,
• Proportion of positive counts to total counts since mid-March,
• Full COVID-19 hospitalization census data, and
• Counts of patients hospitalized with COVID-19 since the beginning of April

Note: 5-day moving averages are used to smooth data. Note: On 8/31 there was a one-time historical data submission of a large number of cases from a large laboratory. The number of cases for 8/31 in the current report excludes this historical data submission. Note: a data dump of previously reported results prevented the reporting system from normal processing of lab results on October 9th, causing an inaccurate representation of data for October 9th and October 10th.

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Miami-Dade County

COVID-19 Testing Data

Full Data

This is a table of the most recent data we have available. We include data sources at the end of the document.

Date	Positive	Negative	PropPositive	Total
2020-03-20	NA	NA	NA	NA
2020-03-21	NA	NA	NA	NA
2020-03-22	NA	NA	NA	NA
2020-03-23	NA	NA	NA	NA
2020-03-24	58.6	349.8	14.348678	408.4
2020-03-25	84.8	536.4	13.650998	621.2
2020-03-26	109.8	602.4	15.417018	712.2
2020-03-27	134.2	725.2	15.615546	859.4
2020-03-28	179.4	860.4	17.253318	1039.8
2020-03-29	233.8	1011.8	18.770071	1245.6
2020-03-30	258.6	988.6	20.734445	1247.2
2020-03-31	315.2	1161.4	21.346336	1476.6
2020-04-01	328.6	1262.0	20.658871	1590.6
2020-04-02	383.4	1561.2	19.716137	1944.6
2020-04-03	436.0	1687.2	20.535041	2123.2
2020-04-04	486.6	1998.8	19.578337	2485.4
2020-04-05	456.6	1928.2	19.146260	2384.8
2020-04-06	513.4	2076.2	19.825456	2589.6
2020-04-07	503.2	1991.6	20.169953	2494.8
2020-04-08	475.8	1838.6	20.558244	2314.4
2020-04-09	456.6	1861.6	19.696316	2318.2
2020-04-10	502.8	2110.6	19.239305	2613.4
2020-04-11	504.2	2195.2	18.678225	2699.4
2020-04-12	478.4	2120.0	18.411330	2598.4
2020-04-13	476.2	2350.8	16.844712	2827.0
2020-04-14	462.0	2156.2	17.645711	2618.2
2020-04-15	441.2	2133.6	17.135312	2574.8
2020-04-16	435.8	2140.6	16.915075	2576.4
2020-04-17	466.8	2398.0	16.294331	2864.8
2020-04-18	430.6	2246.4	16.085170	2677.0
2020-04-19	450.8	2451.8	15.530903	2902.6
2020-04-20	445.8	2619.8	14.542015	3065.6
2020-04-21	454.0	2912.4	13.486217	3366.4
2020-04-22	443.2	2872.4	13.367113	3315.6
2020-04-23	507.8	3300.0	13.335784	3807.8
2020-04-24	525.2	3332.4	13.614683	3857.6
2020-04-25	555.4	3513.2	13.650887	4068.6
2020-04-26	516.8	3182.4	13.970588	3699.2
2020-04-27	513.0	3200.0	13.816321	3713.0
2020-04-28	431.8	2737.2	13.625749	3169.0
2020-04-29	383.2	2507.6	13.255846	2890.8
2020-04-30	337.0	2425.2	12.200420	2762.2
2020-05-01	310.2	2633.2	10.538833	2943.4
2020-05-02	249.8	2512.0	9.044826	2761.8
2020-05-03	266.2	2824.6	8.612657	3090.8
2020-05-04	234.6	3263.8	6.705923	3498.4
2020-05-05	201.0	2965.2	6.348304	3166.2
2020-05-06	181.6	2701.2	6.299431	2882.8
2020-05-07	171.8	2682.8	6.018356	2854.6
2020-05-08	145.8	2626.6	5.258981	2772.4
2020-05-09	160.6	2288.2	6.558314	2448.8
2020-05-10	159.4	2351.2	6.349080	2510.6
2020-05-11	161.6	2576.0	5.902981	2737.6
2020-05-12	173.2	2489.8	6.503943	2663.0
2020-05-13	195.0	2409.6	7.486754	2604.6
2020-05-14	192.6	2313.2	7.686168	2505.8
2020-05-15	196.2	2189.4	8.224346	2385.6
2020-05-16	272.2	2114.8	11.403435	2387.0
2020-05-17	274.4	2626.4	9.459459	2900.8
2020-05-18	244.2	3245.6	6.997536	3489.8
2020-05-19	214.8	5634.6	3.672172	5849.4
2020-05-20	248.0	6710.0	3.564243	6958.0
2020-05-21	177.2	6630.4	2.602973	6807.6
2020-05-22	176.0	6415.4	2.670146	6591.4
2020-05-23	176.0	5851.6	2.919902	6027.6
2020-05-24	206.6	4226.4	4.660501	4433.0
2020-05-25	160.6	3329.4	4.601719	3490.0
2020-05-26	142.6	3156.8	4.321998	3299.4
2020-05-27	139.6	3066.8	4.353792	3206.4
2020-05-28	166.8	3703.2	4.310078	3870.0
2020-05-29	156.0	3085.8	4.812141	3241.8
2020-05-30	173.8	3345.0	4.939184	3518.8
2020-05-31	181.4	3572.0	4.832952	3753.4
2020-06-01	169.4	3241.8	4.965994	3411.2
2020-06-02	167.6	3035.0	5.233248	3202.6
2020-06-03	189.4	3533.8	5.087022	3723.2
2020-06-04	192.4	3492.6	5.221167	3685.0
2020-06-05	211.4	3530.6	5.649385	3742.0
2020-06-06	260.4	5098.6	4.859115	5359.0
2020-06-07	255.6	4705.6	5.151979	4961.2
2020-06-08	247.0	4566.2	5.131721	4813.2
2020-06-09	253.0	4434.2	5.397679	4687.2
2020-06-10	265.4	4784.2	5.255862	5049.6
2020-06-11	250.8	3801.2	6.189536	4052.0
2020-06-12	317.6	4239.6	6.969192	4557.2
2020-06-13	376.0	5238.6	6.696826	5614.6
2020-06-14	379.2	5135.2	6.876541	5514.4
2020-06-15	424.8	5213.4	7.534319	5638.2
2020-06-16	472.4	5090.4	8.492126	5562.8
2020-06-17	472.6	5007.6	8.623773	5480.2
2020-06-18	477.8	4046.4	10.560983	4524.2
2020-06-19	548.2	4440.0	10.989936	4988.2
2020-06-20	624.2	4575.0	12.005693	5199.2
2020-06-21	627.8	4430.0	12.412511	5057.8
2020-06-22	650.0	4151.4	13.537718	4801.4
2020-06-23	729.2	4041.0	15.286571	4770.2
2020-06-24	784.0	4682.8	14.341114	5466.8
2020-06-25	906.0	5326.6	14.536470	6232.6
2020-06-26	1076.2	6470.2	14.261105	7546.4
2020-06-27	1373.8	7850.6	14.893110	9224.4
2020-06-28	1491.0	8420.6	15.042980	9911.6
2020-06-29	1631.6	8319.4	16.396342	9951.0
2020-06-30	1556.4	7502.0	17.181842	9058.4
2020-07-01	1743.0	7712.0	18.434691	9455.0
2020-07-02	1719.2	7257.4	19.152017	8976.6
2020-07-03	1900.8	7987.4	19.222912	9888.2
2020-07-04	2036.8	8261.8	19.777445	10298.6
2020-07-05	2205.2	8835.4	19.973552	11040.6
2020-07-06	2150.6	8480.4	20.229517	10631.0
2020-07-07	2328.8	9029.0	20.503971	11357.8
2020-07-08	2241.8	8074.6	21.730449	10316.4
2020-07-09	2257.6	8168.0	21.654389	10425.6
2020-07-10	2369.8	8437.8	21.927162	10807.6
2020-07-11	2680.0	10505.2	20.325820	13185.2
2020-07-12	2743.6	10977.6	19.995336	13721.2
2020-07-13	2766.0	11334.0	19.617021	14100.0
2020-07-14	2793.0	11469.0	19.583509	14262.0
2020-07-15	2904.0	12328.2	19.064876	15232.2
2020-07-16	2673.6	10895.0	19.704317	13568.6
2020-07-17	2650.6	11285.2	19.020078	13935.8
2020-07-18	2874.0	12309.2	18.928816	15183.2
2020-07-19	2948.8	12279.4	19.364075	15228.2
2020-07-20	2828.4	11662.0	19.519130	14490.4
2020-07-21	2894.2	12262.8	19.094808	15157.0
2020-07-22	2811.2	11706.6	19.363816	14517.8
2020-07-23	2833.8	11930.6	19.193465	14764.4
2020-07-24	2940.0	12752.2	18.735423	15692.2
2020-07-25	3022.2	13294.8	18.521787	16317.0
2020-07-26	2985.4	12856.6	18.844843	15842.0
2020-07-27	3047.4	13317.6	18.621448	16365.0
2020-07-28	2938.0	13463.4	17.913105	16401.4
2020-07-29	2811.6	13230.2	17.526712	16041.8
2020-07-30	2741.0	13503.2	16.873715	16244.2
2020-07-31	2776.8	14014.0	16.537628	16790.8
2020-08-01	2466.8	12806.8	16.150744	15273.6
2020-08-02	2101.8	11279.6	15.706877	13381.4
2020-08-03	1774.4	10146.6	14.884657	11921.0
2020-08-04	1506.2	8552.8	14.973655	10059.0
2020-08-05	1299.8	8053.0	13.897443	9352.8
2020-08-06	1351.4	8459.8	13.774054	9811.2
2020-08-07	1518.2	9441.4	13.852695	10959.6
2020-08-08	1540.4	9818.2	13.561530	11358.6
2020-08-09	1529.8	10423.4	12.798246	11953.2
2020-08-10	1489.2	10004.8	12.956325	11494.0
2020-08-11	1374.0	9682.6	12.426967	11056.6
2020-08-12	1360.4	9728.2	12.268456	11088.6
2020-08-13	1453.2	10702.0	11.955377	12155.2
2020-08-14	1572.8	11718.2	11.833572	13291.0
2020-08-15	1458.2	11440.2	11.305278	12898.4
2020-08-16	1373.8	10767.4	11.315191	12141.2
2020-08-17	1220.8	10056.2	10.825574	11277.0
2020-08-18	1105.6	9374.0	10.550021	10479.6
2020-08-19	972.6	8475.6	10.294024	9448.2
2020-08-20	1017.0	9035.2	10.117188	10052.2
2020-08-21	1049.2	10455.6	9.119672	11504.8
2020-08-22	999.0	10341.0	8.809524	11340.0
2020-08-23	878.6	9299.2	8.632514	10177.8
2020-08-24	822.8	8827.2	8.526425	9650.0
2020-08-25	749.0	8534.4	8.068165	9283.4
2020-08-26	694.2	7548.2	8.422304	8242.4
2020-08-27	684.0	7632.4	8.224713	8316.4
2020-08-28	701.6	8194.0	7.887045	8895.6
2020-08-29	646.0	8126.0	7.364341	8772.0
2020-08-30	556.6	7212.6	7.164187	7769.2
2020-08-31	600.8	7697.4	7.240124	8298.2
2020-09-01	533.8	7290.4	6.822423	7824.2
2020-09-02	528.8	7168.6	6.869852	7697.4
2020-09-03	519.4	7230.0	6.702454	7749.4
2020-09-04	565.4	7858.0	6.712254	8423.4
2020-09-05	466.0	6946.2	6.286932	7412.2
2020-09-06	454.8	6787.0	6.280207	7241.8
2020-09-07	413.8	6615.0	5.887207	7028.8
2020-09-08	404.4	6364.8	5.974118	6769.2
2020-09-09	382.6	6315.0	5.712494	6697.6
2020-09-10	403.0	7047.2	5.409251	7450.2
2020-09-11	435.6	7789.2	5.296177	8224.8
2020-09-12	421.2	7851.6	5.091384	8272.8
2020-09-13	385.4	7730.8	4.748528	8116.2
2020-09-14	375.8	7781.8	4.606747	8157.6
2020-09-15	375.4	7912.0	4.529768	8287.4
2020-09-16	378.0	8497.6	4.258867	8875.6
2020-09-17	398.8	9333.4	4.097737	9732.2
2020-09-18	460.0	10867.2	4.061021	11327.2
2020-09-19	454.2	10862.8	4.013431	11317.0
2020-09-20	420.4	10417.4	3.879016	10837.8
2020-09-21	400.2	9251.8	4.146291	9652.0
2020-09-22	393.6	8473.2	4.439031	8866.8
2020-09-23	359.2	7460.4	4.593585	7819.6
2020-09-24	382.0	7632.8	4.766183	8014.8
2020-09-25	400.6	7941.2	4.802321	8341.8
2020-09-26	385.0	7971.2	4.607357	8356.2
2020-09-27	324.0	7059.4	4.388222	7383.4
2020-09-28	370.0	7051.4	4.985582	7421.4
2020-09-29	340.0	6655.4	4.860337	6995.4
2020-09-30	368.0	6672.8	5.226679	7040.8
2020-10-01	412.8	7290.6	5.358673	7703.4
2020-10-02	494.8	8392.0	5.567808	8886.8
2020-10-03	438.8	8116.0	5.129284	8554.8
2020-10-04	408.6	8000.8	4.858848	8409.4
2020-10-05	397.4	7619.0	4.957338	8016.4
2020-10-06	379.2	7783.2	4.645692	8162.4
2020-10-07	373.6	8197.4	4.358885	8571.0
2020-10-08	383.8	8627.6	4.259050	9011.4
2020-10-09	443.4	9218.4	4.589207	9661.8
2020-10-10	451.4	9657.4	4.465416	10108.8
2020-10-11	428.4	8932.2	4.576630	9360.6
2020-10-12	433.2	8950.4	4.616565	9383.6
2020-10-13	442.6	8741.8	4.819041	9184.4
2020-10-14	451.0	8912.2	4.816729	9363.2
2020-10-15	457.6	9530.6	4.581406	9988.2
2020-10-16	505.8	10385.8	4.643946	10891.6
2020-10-17	499.8	10281.6	4.635762	10781.4
2020-10-18	490.8	10459.6	4.482028	10950.4
2020-10-19	493.4	10502.4	4.487168	10995.8
2020-10-20	455.2	9282.0	4.674855	9737.2
2020-10-21	513.4	10160.0	4.810089	10673.4
2020-10-22	527.4	11435.8	4.408519	11963.2
2020-10-23	567.6	14371.8	3.799349	14939.4
2020-10-24	519.6	14053.4	3.565498	14573.0
2020-10-25	569.8	14691.4	3.733651	15261.2
2020-10-26	548.8	14072.0	3.753557	14620.8
2020-10-27	590.8	13398.8	4.223137	13989.6
2020-10-28	604.0	11132.4	5.146382	11736.4
2020-10-29	713.8	12305.2	5.482756	13019.0
2020-10-30	662.8	11503.4	5.447880	12166.2
2020-10-31	774.8	13549.2	5.409104	14324.0
2020-11-01	745.0	12759.8	5.516557	13504.8
2020-11-02	783.6	12709.4	5.807456	13493.0
2020-11-03	750.0	11673.2	6.037092	12423.2
2020-11-04	958.8	14292.4	6.286718	15251.2
2020-11-05	911.8	12632.8	6.731834	13544.6
2020-11-06	957.8	12637.2	7.045237	13595.0
2020-11-07	1123.8	14548.8	7.170476	15672.6

Total COVID-19 Tests by Day

The average number of COVID-19 tests performed each day increased from about 2,000 in to in early April to around 12,500 in August. Over the past two weeks, there has been an average increase of 6 additional tests performed each day in Miami-Dade County. This data is presented on a log scale.

Positive COVID-19 Tests by Day

There was a general decrease in the number of new positive test results from early April until around mid May when Miami-Dade reopened. Afterwards, this trend flattened out and then increased. Over the past two weeks, there has been an average increase of 37.51 additional positive cases each day, per day in Miami-Dade County.

Proportion of Positive Cases within Past Two Weeks

During the 14-day period from 24 October to 07 November, there was a increase in the proportion of positive COVID-19 cases reported in Miami-Dade County. Over this period, there was an average change of 0.256 percentage points per day for new positive cases. Given a flat or increasing number of tests performed, the proportion of positive tests obtained is the key metric for examining COVID-19 trajectory.

Proportion of Positive COVID-19 Tests by Day

Overall, the proportion of positive test results out of all tests decreased significantly from just under 20% in early April to the proportion of about 5% at the end of May. This is function of test availability and the population being tested. After reopening, the proportion of positive tests increased steadily until late July. Subsequently, there was a consistent decline in positivity rate until mid-September. Recently, the change positivity rate has plateaued.

COVID-19 Hospitalization Data

Full Data

The data below is COVID-19 hospital census data for Miami-Dade County for all dates with available data since April 2.These columns are: the number of patients hospitalized with COVID-19 (Hospitalized), the number of patients in intensive care with COVID-19 (ICU), the number of patients in intensive care with COVID-19 who are also on ventilators (Ventilated), the number of patients positive for COVID-19 that were admitted the previous day (AdmitPrevDay), the number of patients recovered from COVID-19 that were discharged the previous day (DischPrevDay), and the net admission of patients positive for COVID-19 the previous day (DeltaAdmit; a negative value means more recovered patients were discharged than sick patients admitted).

Date	County	TotalBeds	AvailableBeds	HospitalCapacity	Hospitalized	ICU	Ventilated	AdmitPrevDay	DischPrevDay	DeltaAdmit
2020-04-02	MIAMI-DADE	9455	NA	NA	320	130	116	NA	NA	NA
2020-04-03	MIAMI-DADE	9455	NA	NA	346	133	116	111	33	78
2020-04-04	MIAMI-DADE	9455	NA	NA	416	133	112	59	37	22
2020-04-05	MIAMI-DADE	9455	NA	NA	533	188	146	108	19	89
2020-04-06	MIAMI-DADE	9455	NA	NA	516	178	151	89	21	68
2020-04-07	MIAMI-DADE	9455	NA	NA	591	199	167	76	28	48
2020-04-08	MIAMI-DADE	9455	NA	NA	636	215	166	107	32	75
2020-04-09	MIAMI-DADE	9455	NA	NA	634	232	170	99	61	38
2020-04-10	MIAMI-DADE	9455	4977	0.5263882	681	245	172	79	37	42
2020-04-10	MIAMI-DADE	9455	NA	NA	676	251	183	73	36	37
2020-04-11	MIAMI-DADE	9455	NA	NA	671	238	177	99	64	35
2020-04-12	MIAMI-DADE	9455	NA	NA	672	243	192	80	59	21
2020-04-12	MIAMI-DADE	9455	NA	NA	714	245	183	60	61	-1
2020-04-13	MIAMI-DADE	9455	NA	NA	653	247	184	74	47	27
2020-04-13	MIAMI-DADE	9455	NA	NA	695	251	184	80	48	32
2020-04-14	MIAMI-DADE	9455	3264	0.3452142	653	204	146	69	41	28
2020-04-14	MIAMI-DADE	9455	3483	0.3683765	712	249	174	86	66	20
2020-04-15	MIAMI-DADE	9455	3325	0.3516658	693	234	169	84	76	8
2020-04-16	MIAMI-DADE	9455	3341	0.3533580	714	223	176	77	84	-7
2020-04-16	MIAMI-DADE	9455	3604	0.3811740	736	226	176	74	111	-37
2020-04-17	MIAMI-DADE	9455	3570	0.3775780	706	213	172	83	107	-24
2020-04-17	MIAMI-DADE	9455	3471	0.3671074	797	285	170	74	88	-14
2020-04-18	MIAMI-DADE	9455	3455	0.3654151	697	221	170	101	137	-36
2020-04-18	MIAMI-DADE	9455	3561	0.3766261	697	219	170	93	138	-45
2020-04-19	MIAMI-DADE	9455	3507	0.3709149	730	223	170	71	105	-34
2020-04-20	MIAMI-DADE	9455	3410	0.3606557	727	210	167	58	64	-6
2020-04-21	MIAMI-DADE	9455	3468	0.3667901	759	205	155	92	81	11
2020-04-22	MIAMI-DADE	9455	3260	0.3447911	743	196	148	72	88	-16
2020-04-22	MIAMI-DADE	9455	3410	0.3606557	722	194	139	71	121	-50
2020-04-23	MIAMI-DADE	9455	3378	0.3572713	706	186	129	91	62	29
2020-04-23	MIAMI-DADE	9455	3541	0.3745108	728	192	139	82	65	17
2020-04-24	MIAMI-DADE	9455	3193	0.3377049	694	173	125	86	66	20
2020-04-25	MIAMI-DADE	9455	3383	0.3578001	699	182	133	85	50	35
2020-04-25	MIAMI-DADE	9455	3288	0.3477525	705	178	133	84	51	33
2020-04-26	MIAMI-DADE	9455	3231	0.3417240	752	176	115	95	34	61
2020-04-26	MIAMI-DADE	9455	3250	0.3437335	747	177	116	79	32	47
2020-04-27	MIAMI-DADE	9455	3266	0.3454257	728	163	114	52	23	29
2020-04-27	MIAMI-DADE	9455	3278	0.3466949	725	162	115	50	26	24
2020-04-28	MIAMI-DADE	9455	3045	0.3220518	763	204	128	53	43	10
2020-04-28	MIAMI-DADE	9455	2996	0.3168694	776	203	127	71	52	19
2020-04-29	MIAMI-DADE	9455	2927	0.3095717	746	204	119	74	48	26
2020-04-29	MIAMI-DADE	9455	2916	0.3084082	747	196	120	75	44	31
2020-04-30	MIAMI-DADE	9455	3006	0.3179270	735	167	108	64	61	3
2020-04-30	MIAMI-DADE	9455	3001	0.3173982	735	168	108	58	63	-5
2020-05-01	MIAMI-DADE	9455	3266	0.3454257	733	177	110	69	76	-7
2020-05-01	MIAMI-DADE	9455	3274	0.3462718	724	171	110	79	77	2
2020-05-02	MIAMI-DADE	9455	3230	0.3416182	715	168	107	86	72	14
2020-05-03	MIAMI-DADE	9455	3344	0.3536753	707	181	103	68	134	-66
2020-05-03	MIAMI-DADE	9455	3335	0.3527234	697	179	102	56	132	-76
2020-05-04	MIAMI-DADE	9455	3114	0.3293496	702	170	105	46	29	17
2020-05-04	MIAMI-DADE	9455	3118	0.3297726	692	167	103	47	33	14
2020-05-05	MIAMI-DADE	9455	2950	0.3120042	674	157	84	68	76	-8
2020-05-05	MIAMI-DADE	9455	2954	0.3124273	677	156	84	67	74	-7
2020-05-06	MIAMI-DADE	9455	2926	0.3094659	660	142	80	80	68	12
2020-05-06	MIAMI-DADE	9455	2930	0.3098889	658	142	80	84	72	12
2020-05-07	MIAMI-DADE	9455	2867	0.3032258	661	137	75	71	65	6
2020-05-07	MIAMI-DADE	9455	2870	0.3035431	658	136	75	71	65	6
2020-05-08	MIAMI-DADE	9455	3023	0.3197250	643	130	78	68	64	4
2020-05-09	MIAMI-DADE	9526	3056	0.3208062	817	128	79	67	185	-118
2020-05-09	MIAMI-DADE	9526	3049	0.3200714	649	129	79	71	180	-109
2020-05-10	MIAMI-DADE	9526	3017	0.3167122	662	133	77	81	35	46
2020-05-10	MIAMI-DADE	9526	3073	0.3225908	667	127	77	64	31	33
2020-05-11	MIAMI-DADE	9526	3214	0.3373924	695	121	74	58	23	35
2020-05-11	MIAMI-DADE	9526	3214	0.3373924	695	121	74	58	23	35
2020-05-12	MIAMI-DADE	9526	2889	0.3032752	698	123	82	74	49	25
2020-05-12	MIAMI-DADE	9526	2874	0.3017006	634	111	73	76	50	26
2020-05-13	MIAMI-DADE	9526	2862	0.3004409	679	112	68	50	59	-9
2020-05-13	MIAMI-DADE	9526	2764	0.2901533	716	119	66	54	55	-1
2020-05-14	MIAMI-DADE	9526	2696	0.2830149	694	118	62	54	74	-20
2020-05-14	MIAMI-DADE	9526	2685	0.2818602	694	117	61	47	76	-29
2020-05-15	MIAMI-DADE	9526	2663	0.2795507	697	110	59	67	76	-9
2020-05-15	MIAMI-DADE	9526	2662	0.2794457	697	111	59	60	64	-4
2020-05-16	MIAMI-DADE	9526	2759	0.2896284	714	119	61	62	81	-19
2020-05-16	MIAMI-DADE	9526	2760	0.2897334	747	125	62	74	83	-9
2020-05-18	MIAMI-DADE	9526	2638	0.2769263	778	128	82	23	14	9
2020-05-19	MIAMI-DADE	9526	2560	0.2687382	742	122	50	52	44	8
2020-05-23	MIAMI-DADE	9526	2592	0.2720974	772	114	59	70	68	2
2020-05-26	MIAMI-DADE	9526	2800	0.2939324	792	106	67	67	110	-43
2020-05-27	MIAMI-DADE	9526	2589	0.2717825	768	106	61	42	46	-4
2020-05-28	MIAMI-DADE	9526	2391	0.2509973	740	103	56	59	98	-39
2020-05-29	MIAMI-DADE	9526	2464	0.2586605	729	92	55	48	74	-26
2020-05-31	MIAMI-DADE	9526	2640	0.2771363	716	96	53	71	49	22
2020-06-01	MIAMI-DADE	9526	2526	0.2651690	663	95	75	39	45	-6
2020-06-02	MIAMI-DADE	9526	2464	0.2586605	714	96	54	61	59	2
2020-06-03	MIAMI-DADE	9526	2339	0.2455385	699	98	56	58	109	-51
2020-06-04	MIAMI-DADE	9526	2444	0.2565610	643	98	NA	60	81	-21
2020-06-05	MIAMI-DADE	9526	2478	0.2601302	717	114	56	82	86	-4
2020-06-08	MIAMI-DADE	9526	2504	0.2628595	723	108	60	56	22	34
2020-06-10	MIAMI-DADE	9526	2199	0.2308419	724	93	58	60	54	6
2020-06-11	MIAMI-DADE	9526	2160	0.2267478	691	98	58	65	67	-2
2020-06-12	MIAMI-DADE	9526	2192	0.2301071	686	99	59	54	70	-16
2020-06-12	MIAMI-DADE	9526	2291	0.2404997	681	103	59	58	69	-11
2020-06-15	MIAMI-DADE	9526	2383	0.2501575	738	126	66	95	45	50
2020-06-16	MIAMI-DADE	9526	2250	0.2361957	754	135	64	99	76	23
2020-06-17	MIAMI-DADE	9526	2161	0.2268528	761	131	67	101	87	14
2020-06-18	MIAMI-DADE	9526	2036	0.2137308	761	138	64	101	249	-148
2020-06-19	MIAMI-DADE	9526	2096	0.2200294	758	131	71	115	150	-35
2020-06-20	MIAMI-DADE	9526	2087	0.2190846	794	131	74	103	92	11
2020-06-22	MIAMI-DADE	9526	2066	0.2168801	900	165	77	110	42	68
2020-06-23	MIAMI-DADE	9526	1991	0.2090069	932	163	78	154	94	60
2020-06-24	MIAMI-DADE	9526	1852	0.1944153	981	185	83	164	121	43
2020-06-25	MIAMI-DADE	9526	1830	0.1921058	955	182	87	160	140	20
2020-06-26	MIAMI-DADE	9526	2054	0.2156204	1006	195	88	187	142	45
2020-06-27	MIAMI-DADE	9526	2118	0.2223389	1004	206	91	160	136	24
2020-06-27	MIAMI-DADE	9526	2127	0.2232836	1004	206	90	162	130	32
2020-06-28	MIAMI-DADE	9526	2166	0.2273777	1100	223	90	182	109	73
2020-06-29	MIAMI-DADE	9526	1987	0.2085870	1152	234	92	160	110	50
2020-06-30	MIAMI-DADE	9526	1863	0.1955700	1219	282	105	174	120	54
2020-07-01	MIAMI-DADE	9526	1819	0.1909511	1295	265	119	211	209	2
2020-07-02	MIAMI-DADE	9526	1735	0.1821331	1381	283	140	251	170	81
2020-07-03	MIAMI-DADE	9526	1979	0.2077472	1394	295	148	218	199	19
2020-07-05	MIAMI-DADE	9526	2002	0.2101617	1539	332	166	204	138	66
2020-07-06	MIAMI-DADE	9526	1906	0.2000840	1641	333	171	221	134	87
2020-07-08	MIAMI-DADE	9526	1906	0.2000840	1689	353	180	239	272	-33
2020-07-09	MIAMI-DADE	9526	1851	0.1943103	1755	365	189	214	228	-14
2020-07-10	MIAMI-DADE	9526	1798	0.1887466	1770	370	196	238	251	-13
2020-07-12	MIAMI-DADE	9526	1798	0.1887466	1887	394	205	260	209	51
2020-07-13	MIAMI-DADE	9526	1707	0.1791938	2025	414	212	269	172	97
2020-07-14	MIAMI-DADE	9551	1631	0.1707675	1968	428	204	267	254	13
2020-07-15	MIAMI-DADE	9551	1597	0.1672076	1999	429	220	281	301	-20
2020-07-16	MIAMI-DADE	9551	1586	0.1660559	2016	460	241	274	272	2
2020-07-17	MIAMI-DADE	9551	1644	0.1721286	2069	453	245	252	240	12
2020-07-19	MIAMI-DADE	9590	1847	0.1925965	2225	504	282	247	185	62
2020-07-21	MIAMI-DADE	9590	1521	0.1586027	2299	527	312	280	259	21
2020-07-22	MIAMI-DADE	9590	1572	0.1639208	2262	518	312	249	300	-51
2020-07-23	MIAMI-DADE	9590	1585	0.1652763	2256	523	312	261	256	5
2020-07-24	MIAMI-DADE	9590	1589	0.1656934	2286	536	335	242	248	-6
2020-07-25	MIAMI-DADE	9590	1616	0.1685089	2154	557	329	217	244	-27
2020-07-26	MIAMI-DADE	9590	1723	0.1796663	2150	561	332	188	222	-34
2020-07-27	MIAMI-DADE	9590	1658	0.1728884	2255	562	329	229	181	48
2020-07-28	MIAMI-DADE	9590	1515	0.1579771	2209	571	343	217	244	-27
2020-07-29	MIAMI-DADE	9590	1537	0.1602711	2103	550	329	221	285	-64
2020-07-30	MIAMI-DADE	9590	1580	0.1647550	2083	547	321	220	275	-55
2020-08-01	MIAMI-DADE	9590	1721	0.1794578	1963	539	326	195	229	-34
2020-08-02	MIAMI-DADE	9590	1775	0.1850886	1937	519	319	145	179	-34
2020-08-03	MIAMI-DADE	9590	1823	0.1900938	1951	509	318	158	130	28
2020-08-04	MIAMI-DADE	9590	1664	0.1735141	1949	512	326	203	176	27
2020-08-06	MIAMI-DADE	9590	1581	0.1648592	1850	498	349	172	202	-30
2020-08-07	MIAMI-DADE	9590	1670	0.1741397	1833	477	336	194	187	7
2020-08-08	MIAMI-DADE	9590	1815	0.1892596	1777	477	334	161	299	-138
2020-08-09	MIAMI-DADE	9590	1891	0.1971846	1712	457	319	121	159	-38
2020-08-10	MIAMI-DADE	9590	1910	0.1991658	1703	443	307	118	129	-11
2020-08-11	MIAMI-DADE	9590	1682	0.1753910	1650	427	291	167	190	-23
2020-08-12	MIAMI-DADE	9590	1640	0.1710115	1574	421	294	142	204	-62
2020-08-13	MIAMI-DADE	9590	1849	0.1928050	1497	394	278	146	173	-27
2020-08-14	MIAMI-DADE	9590	1961	0.2044838	1415	395	269	115	181	-66
2020-08-16	MIAMI-DADE	9590	2162	0.2254432	1334	378	274	108	110	-2
2020-08-17	MIAMI-DADE	9590	2204	0.2298227	1317	371	284	88	72	16
2020-08-18	MIAMI-DADE	9590	2020	0.2106361	1295	355	261	137	137	0
2020-08-19	MIAMI-DADE	9590	1953	0.2036496	1232	346	271	131	158	-27
2020-08-20	MIAMI-DADE	9590	1915	0.1996872	1162	322	246	109	156	-47
2020-08-21	MIAMI-DADE	9590	1991	0.2076121	1138	290	238	124	137	-13
2020-08-22	MIAMI-DADE	9590	2157	0.2249218	1056	282	224	103	140	-37
2020-08-23	MIAMI-DADE	9590	2221	0.2315954	1047	278	221	65	93	-28
2020-08-24	MIAMI-DADE	9590	2064	0.2152242	1068	269	210	88	75	13
2020-08-25	MIAMI-DADE	9590	2048	0.2135558	996	266	209	89	109	-20
2020-08-26	MIAMI-DADE	9590	2055	0.2142857	966	253	206	86	110	-24
2020-08-27	MIAMI-DADE	9590	2235	0.2330553	934	240	194	103	113	-10
2020-08-28	MIAMI-DADE	9590	2268	0.2364964	891	227	188	76	114	-38
2020-08-29	MIAMI-DADE	9590	2417	0.2520334	841	214	175	80	106	-26
2020-08-30	MIAMI-DADE	9590	2521	0.2628780	832	213	169	57	87	-30
2020-08-31	MIAMI-DADE	9590	2544	0.2652763	830	213	169	65	56	9
2020-09-01	MIAMI-DADE	9590	2337	0.2436913	803	210	166	80	93	-13
2020-09-02	MIAMI-DADE	9590	2318	0.2417101	762	200	169	85	117	-32
2020-09-03	MIAMI-DADE	9590	2263	0.2359750	767	213	163	74	74	0
2020-09-04	MIAMI-DADE	9590	2261	0.2357664	750	212	157	92	76	16
2020-09-05	MIAMI-DADE	9590	2457	0.2562044	707	198	149	74	102	-28
2020-09-06	MIAMI-DADE	9590	2567	0.2676747	670	188	147	43	68	-25
2020-09-07	MIAMI-DADE	9590	2562	0.2671533	657	182	144	45	64	-19
2020-09-08	MIAMI-DADE	9590	2565	0.2674661	660	182	134	61	62	-1
2020-09-09	MIAMI-DADE	9590	2384	0.2485923	650	173	145	63	85	-22
2020-09-11	MIAMI-DADE	9590	2297	0.2395203	590	173	136	50	113	-63
2020-09-12	MIAMI-DADE	9590	2442	0.2546403	568	169	134	53	70	-17
2020-09-13	MIAMI-DADE	9590	2557	0.2666319	533	169	131	34	59	-25
2020-09-15	MIAMI-DADE	9590	2498	0.2604797	514	164	129	39	64	-25
2020-09-16	MIAMI-DADE	9590	2399	0.2501564	508	155	122	51	64	-13
2020-09-17	MIAMI-DADE	9590	2333	0.2432742	497	151	121	50	64	-14
2020-09-18	MIAMI-DADE	9590	2346	0.2446298	457	145	112	40	60	-20
2020-09-19	MIAMI-DADE	9590	2579	0.2689260	416	138	105	42	64	-22
2020-09-20	MIAMI-DADE	9590	2735	0.2851929	410	132	106	37	40	-3
2020-09-21	MIAMI-DADE	9590	2660	0.2773723	410	128	107	25	29	-4
2020-09-22	MIAMI-DADE	9590	2466	0.2571429	418	125	97	34	55	-21
2020-09-23	MIAMI-DADE	9590	2459	0.2564129	413	126	93	22	52	-30
2020-09-24	MIAMI-DADE	9590	2436	0.2540146	381	114	85	35	60	-25
2020-09-25	MIAMI-DADE	9590	2418	0.2521376	369	116	81	32	51	-19
2020-09-25	MIAMI-DADE	9590	3415	0.3561001	365	121	78	38	54	-16
2020-09-27	MIAMI-DADE	9590	2541	0.2649635	363	119	74	57	40	17
2020-09-29	MIAMI-DADE	9590	2490	0.2596455	364	114	70	46	37	9
2020-10-02	MIAMI-DADE	9590	2316	0.2415016	373	116	67	34	33	1
2020-10-05	MIAMI-DADE	9590	2616	0.2727842	357	99	64	21	27	-6
2020-10-06	MIAMI-DADE	9590	2415	0.2518248	366	103	61	42	37	5
2020-10-08	MIAMI-DADE	9590	2173	0.2265902	357	97	64	46	46	0
2020-10-09	MIAMI-DADE	9590	2330	0.2429614	353	95	68	31	42	-11
2020-10-10	MIAMI-DADE	9590	2296	0.2394161	355	95	64	35	42	-7
2020-10-12	MIAMI-DADE	9590	2471	0.2576642	361	100	65	38	26	12
2020-10-14	MIAMI-DADE	9590	2399	0.2501564	353	98	62	25	53	-28
2020-10-16	MIAMI-DADE	9590	2301	0.2399374	357	92	56	42	51	-9
2020-10-17	MIAMI-DADE	9590	2478	0.2583942	352	92	57	40	51	-11
2020-10-18	MIAMI-DADE	9590	2703	0.2818561	338	95	56	32	48	-16
2020-10-19	MIAMI-DADE	9590	2560	0.2669447	345	98	56	36	34	2
2020-10-20	MIAMI-DADE	9590	2431	0.2534932	337	95	55	42	41	1
2020-10-22	MIAMI-DADE	9590	2368	0.2469239	376	96	55	34	48	-14
2020-10-23	MIAMI-DADE	9590	2415	0.2518248	370	99	59	39	38	1
2020-10-24	MIAMI-DADE	9590	2599	0.2710115	386	98	60	49	38	11
2020-10-25	MIAMI-DADE	9590	2631	0.2743483	389	96	58	39	37	2
2020-10-26	MIAMI-DADE	9590	2554	0.2663191	407	95	60	39	27	12
2020-10-27	MIAMI-DADE	9590	2396	0.2498436	424	103	64	52	40	12
2020-10-28	MIAMI-DADE	9590	2328	0.2427529	422	99	58	34	53	-19
2020-10-29	MIAMI-DADE	9590	2328	0.2427529	436	105	63	50	50	0
2020-10-30	MIAMI-DADE	9590	2357	0.2457769	412	107	63	47	NA	NA
2020-10-31	MIAMI-DADE	9590	2535	0.2643379	405	100	56	36	NA	NA
2020-11-01	MIAMI-DADE	9590	2686	0.2800834	393	79	58	51	NA	NA
2020-11-02	MIAMI-DADE	9590	2632	0.2744526	430	99	60	33	NA	NA
2020-11-04	MIAMI-DADE	9590	2424	0.2527633	434	104	58	42	55	-13
2020-11-05	MIAMI-DADE	9590	2402	0.2504692	435	103	64	57	57	0
2020-11-06	MIAMI-DADE	9590	2448	0.2552659	420	103	65	50	70	-20
2020-11-07	MIAMI-DADE	9590	2485	0.2591241	417	103	64	65	60	5
2020-11-08	MIAMI-DADE	9590	2635	0.2747654	424	104	57	50	40	10

Hospital COVID-19 Census Trajectory

We now show a census plot of hospitalizations, patients in ICU, and those in ICU on ventilators (shown on a log scale) for Miami-Dade County.

Recently, on October 27th, there were 424 COVID positive patients hospitalized. This was a decrease from a high of 2299 obtained on July 21st. Additionally on October 27th, there were 103 COVID positive patients in the ICU. This was a decrease from from a high of 561 obtained on July 26th. Furthermore, on October 27th, there were 64 COVID positive patients ventilated. This was a decrease from a high of 335 obtained on July 24th. Note: data is plotted on a log scale.

We also show the proportion of patients hospitalized who are in the ICU and the proportion of those patients in the ICU who are ventilated.

Currenly 24.27 % of COVID positive patients hospitalized are receiving intensive care. Of the patients recieving intensive care, 59.57 % are on venatilators.

COVID-19 Deaths by Day

County	Date	Count
Dade	2020-03-16	1
Dade	2020-03-17	1
Dade	2020-03-20	2
Dade	2020-03-22	6
Dade	2020-03-24	4
Dade	2020-03-25	6
Dade	2020-03-26	3
Dade	2020-03-27	11
Dade	2020-03-28	10
Dade	2020-03-29	20
Dade	2020-03-30	14
Dade	2020-03-31	18
Dade	2020-04-01	18
Dade	2020-04-02	22
Dade	2020-04-03	17
Dade	2020-04-04	23
Dade	2020-04-05	13
Dade	2020-04-06	18
Dade	2020-04-07	16
Dade	2020-04-08	27
Dade	2020-04-09	17
Dade	2020-04-10	13
Dade	2020-04-11	21
Dade	2020-04-12	14
Dade	2020-04-13	17
Dade	2020-04-14	27
Dade	2020-04-15	15
Dade	2020-04-16	25
Dade	2020-04-17	23
Dade	2020-04-18	10
Dade	2020-04-19	23
Dade	2020-04-20	17
Dade	2020-04-21	13
Dade	2020-04-22	14
Dade	2020-04-23	19
Dade	2020-04-24	14
Dade	2020-04-25	13
Dade	2020-04-26	9
Dade	2020-04-27	33
Dade	2020-04-28	10
Dade	2020-04-29	12
Dade	2020-04-30	8
Dade	2020-05-01	9
Dade	2020-05-02	8
Dade	2020-05-03	15
Dade	2020-05-04	12
Dade	2020-05-05	13
Dade	2020-05-06	3
Dade	2020-05-07	7
Dade	2020-05-08	5
Dade	2020-05-09	12
Dade	2020-05-10	7
Dade	2020-05-11	11
Dade	2020-05-12	12
Dade	2020-05-13	16
Dade	2020-05-14	17
Dade	2020-05-15	19
Dade	2020-05-16	11
Dade	2020-05-17	18
Dade	2020-05-18	5
Dade	2020-05-19	7
Dade	2020-05-20	17
Dade	2020-05-21	13
Dade	2020-05-22	10
Dade	2020-05-23	5
Dade	2020-05-24	5
Dade	2020-05-25	11
Dade	2020-05-26	10
Dade	2020-05-27	10
Dade	2020-05-28	11
Dade	2020-05-29	6
Dade	2020-05-30	6
Dade	2020-05-31	8
Dade	2020-06-01	7
Dade	2020-06-02	7
Dade	2020-06-03	17
Dade	2020-06-04	6
Dade	2020-06-05	11
Dade	2020-06-06	10
Dade	2020-06-07	11
Dade	2020-06-08	10
Dade	2020-06-09	15
Dade	2020-06-10	13
Dade	2020-06-11	8
Dade	2020-06-12	25
Dade	2020-06-13	7
Dade	2020-06-14	2
Dade	2020-06-15	22
Dade	2020-06-16	14
Dade	2020-06-17	15
Dade	2020-06-18	19
Dade	2020-06-19	23
Dade	2020-06-20	18
Dade	2020-06-21	17
Dade	2020-06-22	24
Dade	2020-06-23	18
Dade	2020-06-24	24
Dade	2020-06-25	27
Dade	2020-06-26	23
Dade	2020-06-27	38
Dade	2020-06-28	18
Dade	2020-06-29	33
Dade	2020-06-30	22
Dade	2020-07-01	59
Dade	2020-07-02	36
Dade	2020-07-03	36
Dade	2020-07-04	36
Dade	2020-07-05	13
Dade	2020-07-06	72
Dade	2020-07-07	62
Dade	2020-07-08	33
Dade	2020-07-09	58
Dade	2020-07-10	59
Dade	2020-07-11	54
Dade	2020-07-12	58
Dade	2020-07-13	59
Dade	2020-07-14	37
Dade	2020-07-15	60
Dade	2020-07-16	66
Dade	2020-07-17	76
Dade	2020-07-18	60
Dade	2020-07-19	45
Dade	2020-07-20	37
Dade	2020-07-21	54
Dade	2020-07-22	38
Dade	2020-07-23	44
Dade	2020-07-24	50
Dade	2020-07-25	34
Dade	2020-07-26	43
Dade	2020-07-27	42
Dade	2020-07-28	39
Dade	2020-07-29	28
Dade	2020-07-30	41
Dade	2020-07-31	33
Dade	2020-08-01	24
Dade	2020-08-02	23

Overall from March 16th to approximately May 25th in Miami-Dade County, there was a decrease in the number of deaths per day. The orange triangle depicts the county reopening date. This decrease in deaths may be attributable to advances in COVID-19 treatments and standard of care. A decrease in median age of those impacted could also partially explain this decrease. After May 25th, there was an increase in deaths reported per day for Miami-Dade County culminating in a peak during the second week of July. Aftewards, the number of reported deaths per day has started to decrease. The peak number of deaths so far reported was 76 on July 17th.

Note: Due to delays in classifying the cause of death and thus of reporting deaths due to COVID-19, the most recent data will undercount the number of deaths. Specifically, 25% of newly reported deaths were from on or before August 2nd. This date indicates a point where 75% of our data is considered complete. For this reason, approximately the last 13 weeks were excluded from this analysis of deaths.

---

Broward County

COVID-19 Testing Data

Full Data

Date	Positive	Negative	PropPositive
20-Mar	32	749	4.0973111
21-Mar	36	277	11.5015974
22-Mar	53	351	13.1188119
23-Mar	46	245	15.8075601
24-Mar	49	238	17.0731707
25-Mar	100	1413	6.6093853
26-Mar	93	859	9.7689076
27-Mar	126	1044	10.7692308
28-Mar	189	1591	10.6179775
29-Mar	18	229	7.2874494
30-Mar	299	2553	10.4838710
31-Mar	82	672	10.8753316
1-Apr	13	193	6.3106796
2-Apr	249	935	21.0304054
3-Apr	84	1271	6.1992620
4-Apr	227	1028	18.0876494
5-Apr	94	1204	7.2419106
6-Apr	181	1029	14.9586777
7-Apr	163	1052	13.4156379
9-Apr	122	1262	8.8150289
10-Apr	199	944	17.4103237
11-Apr	155	805	16.1458333
12-Apr	150	1008	12.9533679
13-Apr	299	1574	15.9636946
14-Apr	117	789	12.9139073
15-Apr	186	1135	14.0802422
16-Apr	254	2340	9.7918273
17-Apr	183	1208	13.1560029
18-Apr	217	1213	15.1748252
19-Apr	223	1362	14.0694006
20-Apr	181	1060	14.5850121
21-Apr	191	1193	13.8005780
22-Apr	166	1456	10.2342787
23-Apr	312	2851	9.8640531
24-Apr	247	1537	13.8452915
25-Apr	NA	NA	NA
26-Apr	NA	NA	NA
27-Apr	NA	NA	NA
28-Apr	NA	NA	NA
29-Apr	66	787	7.7373974
30-Apr	183	3640	4.7868166
1-May	107	1839	5.4984584
2-May	60	1122	5.0761421
3-May	66	785	7.7555817
4-May	108	2090	4.9135578
5-May	63	1805	3.3725910
6-May	80	1458	5.2015605
7-May	47	5356	0.8698871
8-May	49	1470	3.2258065
9-May	89	654	11.9784657
10-May	22	2180	0.9990917
11-May	68	1744	3.7527594
12-May	61	1332	4.3790380
13-May	52	2155	2.3561396
14-May	69	1150	5.6603774
15-May	41	499	7.5925926
16-May	81	1344	5.6842105
17-May	78	1956	3.8348083
18-May	47	2476	1.8628617
19-May	45	6470	0.6907137
20-May	109	4259	2.4954212
21-May	64	3411	1.8417266
22-May	72	3400	2.0737327
23-May	41	1168	3.3912324
24-May	78	3557	2.1458047
25-May	39	1608	2.3679417
26-May	36	994	3.4951456
27-May	38	1960	1.9019019
28-May	101	4316	2.2866199
29-May	82	1451	5.3489889
30-May	70	2698	2.5289017
31-May	72	3060	2.2988506
1-Jun	51	762	6.2730627
2-Jun	83	2190	3.6515618
3-Jun	101	3850	2.5563149
4-Jun	104	4207	2.4124333
5-Jun	97	2830	3.3139734
6-Jun	146	4808	2.9471134
7-Jun	115	2425	4.5275591
8-Jun	135	3257	3.9799528
9-Jun	108	1538	6.5613609
10-Jun	151	2434	5.8413927
11-Jun	226	4334	4.9561404
12-Jun	206	3358	5.7800224
13-Jun	108	3921	2.6805659
14-Jun	129	2423	5.0548589
15-Jun	391	4817	7.5076805
16-Jun	285	2611	9.8411602
17-Jun	275	3473	7.3372465
18-Jun	270	2766	8.8932806
19-Jun	341	3200	9.6300480
20-Jun	507	4785	9.5804989
21-Jun	138	2084	6.2106211
22-Jun	463	4061	10.2343059
23-Jun	457	3711	10.9644914
24-Jun	387	5609	6.4543029
25-Jun	730	5673	11.4009058
26-Jun	726	6248	10.4100946
27-Jun	552	4750	10.4111656
28-Jun	444	3255	12.0032441
29-Jun	594	3796	13.5307517
30-Jun	528	3056	14.7321429
1-Jul	944	6010	13.5749209
2-Jul	1096	5646	16.2563038
3-Jul	1344	8391	13.8058552
4-Jul	1634	8391	16.2992519
5-Jul	627	3319	15.8895084
6-Jul	739	4959	12.9694630
7-Jul	1174	7219	13.9878470
8-Jul	1328	4564	22.5390360
9-Jul	1612	9193	14.9190190
10-Jul	1560	8270	15.8697864
11-Jul	1793	11549	13.4387648
12-Jul	1416	8896	13.7315749
13-Jul	1354	7136	15.9481743
14-Jul	1331	7688	14.7577337
15-Jul	1430	7199	16.5720246
16-Jul	1343	8082	14.2493369
17-Jul	1238	7820	13.6674763
18-Jul	1176	8040	12.7604167
19-Jul	1713	8017	17.6053443
20-Jul	1614	9084	15.0869321
21-Jul	1181	8370	12.3651974
22-Jul	1268	7747	14.0654465
23-Jul	1585	8519	15.6868567
24-Jul	1612	10868	12.9166667
25-Jul	1184	8436	12.3076923
26-Jul	1434	9411	13.2226833
27-Jul	898	7385	10.8414826
28-Jul	1321	9082	12.6982601
29-Jul	1368	8596	13.7294259
30-Jul	1102	9085	10.8177088
31-Jul	1377	9401	12.7760252
1-Aug	1202	8773	12.0501253
2-Aug	574	6355	8.2840237
3-Aug	446	3814	10.4694836
4-Aug	429	4391	8.9004149
5-Aug	733	8063	8.3333333
6-Aug	695	6481	9.6850613
7-Aug	905	8402	9.7238638
8-Aug	695	7249	8.7487412
9-Aug	667	6439	9.3864340
10-Aug	714	6499	9.8987938
11-Aug	524	5569	8.6000328
12-Aug	698	7055	9.0029666
13-Aug	648	7992	7.5000000
14-Aug	675	8774	7.1436131
15-Aug	474	5202	8.3509514
16-Aug	391	3970	8.9658335
17-Aug	402	4905	7.5749011
18-Aug	361	5580	6.0764181
19-Aug	539	7018	7.1324600
20-Aug	490	6974	6.5648446
21-Aug	387	7535	4.8851300
22-Aug	233	5082	4.3838194
23-Aug	218	4913	4.2486845
24-Aug	202	3401	5.6064391
25-Aug	319	5182	5.7989456
26-Aug	288	4581	5.9149723
27-Aug	379	7553	4.7781140
28-Aug	265	6032	4.2083532
29-Aug	196	4172	4.4871795
30-Aug	180	4156	4.1512915
31-Aug	315	6261	4.7901460
1-Sep	156	3427	4.3538934
2-Sep	275	5862	4.4810168
3-Sep	256	5825	4.2098339
4-Sep	229	5416	4.0566873
5-Sep	170	4925	3.3366045
6-Sep	136	4282	3.0783160
7-Sep	160	3932	3.9100684
8-Sep	161	3854	4.0099626
9-Sep	173	4920	3.3968192
10-Sep	206	6457	3.0917004
11-Sep	186	7145	2.5371709
12-Sep	160	5547	2.8035746
13-Sep	120	4534	2.5784272
14-Sep	174	4385	3.8166265
15-Sep	151	5063	2.8960491
16-Sep	216	8158	2.5794125
17-Sep	223	6721	3.2114055
18-Sep	230	7811	2.8603408
19-Sep	197	5342	3.5565987
20-Sep	131	5112	2.4985695
21-Sep	151	4194	3.4752589
22-Sep	206	3969	4.9341317
23-Sep	181	5893	2.9799144
24-Sep	187	6287	2.8884770
25-Sep	187	6190	2.9324134
26-Sep	158	4337	3.5150167
27-Sep	28	1579	1.7423771
28-Sep	240	7958	2.9275433
29-Sep	91	3597	2.4674620
30-Sep	217	5220	3.9911716
1-Oct	214	7282	2.8548559
2-Oct	142	5102	2.7078566
3-Oct	165	4393	3.6200088
4-Oct	76	3639	2.0457604
5-Oct	143	3818	3.6101994
6-Oct	225	7659	2.8538813
7-Oct	247	6784	3.5130138
8-Oct	180	6645	2.6373626
9-Oct	255	6653	3.6913723
10-Oct	256	6654	3.7047757
11-Oct	105	4531	2.2648835
12-Oct	179	5530	3.1354002
13-Oct	266	6346	4.0229885
14-Oct	248	5841	4.0729184
15-Oct	335	8507	3.7887356
16-Oct	374	7594	4.6937751
17-Oct	275	5574	4.7016584
18-Oct	189	4881	3.7278107
19-Oct	270	5884	4.3873903
20-Oct	173	2774	5.8703767
21-Oct	539	10573	4.8506120
22-Oct	451	9697	4.4442255
23-Oct	462	15723	2.8544949
24-Oct	288	6042	4.5497630
25-Oct	493	6661	6.8912497
26-Oct	388	6377	5.7354028
27-Oct	626	7882	7.3577809
28-Oct	469	8047	5.5072804
29-Oct	621	10544	5.5620242
30-Oct	156	3573	4.1834272
31-Oct	716	14921	4.5788834
1-Nov	304	5007	5.7239691
2-Nov	500	7059	6.6146316
3-Nov	419	5603	6.9578213
4-Nov	787	11616	6.3452391
5-Nov	565	8602	6.1634122
6-Nov	418	4666	8.2218725
7-Nov	817	12679	6.0536455

Total COVID-19 Tests by Day

Over the past two weeks, there has been an average increase of -57 additional tests performed each day in Broward County. This data is presented on a log scale.

Positive COVID-19 Tests by Day

There was a general decrease in the number of new positive test results from early April until around May 11th. Afterwards, this trend flattened out and then increased. Over the past two weeks, there has been a increase of 9.7 additional positive cases each day, per day in Broward County.

Proportion of Positive Cases within Past Two Weeks

During the 14-day period from 24 October to 07 November, there was a increase in the proportion of positive COVID-19 cases reported in Broward County. Over this period, there was an average change of 0.14 percentage points per day for new positive cases.

Proportion of Positive COVID-19 Tests by Day

This measure is a function of test availability and the population being tested.

COVID-19 Hospitalization Data

Full Data

Date	County	TotalBeds	AvailableBeds	HospitalCapacity	Hospitalized	ICU	Ventilated	AdmitPrevDay	DischPrevDay	DeltaAdmit
2020-04-02	BROWARD	6816	NA	NA	204	71	56	NA	NA	NA
2020-04-03	BROWARD	6816	NA	NA	250	87	70	143	49	94
2020-04-04	BROWARD	6816	NA	NA	298	98	80	41	18	23
2020-04-05	BROWARD	6816	NA	NA	341	96	92	83	66	17
2020-04-06	BROWARD	6816	NA	NA	389	122	110	71	72	-1
2020-04-07	BROWARD	6816	NA	NA	413	128	113	65	81	-16
2020-04-08	BROWARD	6816	NA	NA	391	135	119	62	108	-46
2020-04-09	BROWARD	6816	NA	NA	376	135	106	55	54	1
2020-04-10	BROWARD	6816	3575	0.5245012	374	136	114	83	84	-1
2020-04-10	BROWARD	6816	NA	NA	380	148	120	84	72	12
2020-04-11	BROWARD	6816	NA	NA	370	140	115	71	80	-9
2020-04-12	BROWARD	6816	NA	NA	400	145	120	66	60	6
2020-04-12	BROWARD	6816	NA	NA	398	152	121	77	64	13
2020-04-13	BROWARD	6816	NA	NA	326	128	99	72	59	13
2020-04-13	BROWARD	6816	NA	NA	406	146	116	84	62	22
2020-04-14	BROWARD	6816	2035	0.2985622	400	144	116	89	60	29
2020-04-14	BROWARD	6816	1992	0.2922535	398	140	108	107	65	42
2020-04-15	BROWARD	6816	1970	0.2890258	387	144	112	142	136	6
2020-04-16	BROWARD	6816	2199	0.3226232	396	147	114	136	111	25
2020-04-16	BROWARD	6816	2100	0.3080986	378	139	106	125	55	70
2020-04-17	BROWARD	6816	2068	0.3034038	376	135	106	122	63	59
2020-04-17	BROWARD	6816	2132	0.3127934	365	135	104	70	44	26
2020-04-18	BROWARD	6816	2055	0.3014965	310	107	82	68	118	-50
2020-04-18	BROWARD	6816	2150	0.3154343	381	125	102	64	48	16
2020-04-19	BROWARD	6816	2053	0.3012031	378	127	100	53	43	10
2020-04-20	BROWARD	6816	2029	0.2976819	371	123	105	60	39	21
2020-04-21	BROWARD	6816	2082	0.3054577	330	107	88	90	66	24
2020-04-22	BROWARD	6816	2069	0.3035505	360	116	97	62	57	5
2020-04-22	BROWARD	6816	2079	0.3050176	356	117	95	52	40	12
2020-04-23	BROWARD	6816	2099	0.3079519	364	119	82	47	33	14
2020-04-23	BROWARD	6816	2044	0.2998826	363	121	84	38	40	-2
2020-04-24	BROWARD	6816	1680	0.2464789	372	117	102	46	38	8
2020-04-25	BROWARD	6816	1671	0.2451585	347	116	103	67	57	10
2020-04-25	BROWARD	6816	1679	0.2463322	343	112	85	77	65	12
2020-04-26	BROWARD	6816	1689	0.2477993	341	110	84	74	50	24
2020-04-26	BROWARD	6816	1675	0.2457453	343	113	84	63	48	15
2020-04-27	BROWARD	6816	1825	0.2677523	335	105	82	35	39	-4
2020-04-27	BROWARD	6816	1836	0.2693662	336	107	80	35	40	-5
2020-04-28	BROWARD	6816	1740	0.2552817	324	99	74	69	59	10
2020-04-28	BROWARD	6816	1739	0.2551350	324	99	74	69	59	10
2020-04-29	BROWARD	6816	1772	0.2599765	319	101	77	59	55	4
2020-04-29	BROWARD	6816	1771	0.2598298	319	101	77	59	55	4
2020-04-30	BROWARD	6816	1755	0.2574824	311	92	77	47	50	-3
2020-04-30	BROWARD	6816	1757	0.2577758	312	93	77	47	50	-3
2020-05-01	BROWARD	6816	1833	0.2689261	309	91	69	65	62	3
2020-05-01	BROWARD	6816	1833	0.2689261	310	91	69	65	62	3
2020-05-02	BROWARD	6816	1762	0.2585094	308	91	72	55	62	-7
2020-05-03	BROWARD	6816	1729	0.2536678	301	89	67	31	30	1
2020-05-03	BROWARD	6816	1715	0.2516138	305	89	69	47	40	7
2020-05-04	BROWARD	6816	1720	0.2523474	271	74	53	34	43	-9
2020-05-04	BROWARD	6816	1721	0.2524941	270	75	53	33	45	-12
2020-05-05	BROWARD	6816	1701	0.2495599	254	71	50	33	44	-11
2020-05-05	BROWARD	6816	1701	0.2495599	259	75	50	33	44	-11
2020-05-06	BROWARD	6816	1796	0.2634977	249	65	52	44	31	13
2020-05-06	BROWARD	6816	1796	0.2634977	249	65	52	50	31	19
2020-05-07	BROWARD	6816	1830	0.2684859	246	61	44	43	21	22
2020-05-07	BROWARD	6816	1830	0.2684859	246	61	44	43	21	22
2020-05-08	BROWARD	6816	1824	0.2676056	247	68	42	40	20	20
2020-05-09	BROWARD	6816	1914	0.2808099	241	62	41	36	25	11
2020-05-09	BROWARD	6816	1890	0.2772887	241	63	42	34	21	13
2020-05-10	BROWARD	6816	1873	0.2747946	253	63	41	41	18	23
2020-05-10	BROWARD	6816	1873	0.2747946	253	63	41	41	18	23
2020-05-11	BROWARD	6816	1839	0.2698063	283	59	39	50	6	44
2020-05-11	BROWARD	6816	1832	0.2687793	283	59	39	50	6	44
2020-05-12	BROWARD	6816	1682	0.2467723	279	61	41	30	20	10
2020-05-12	BROWARD	6816	1682	0.2467723	279	61	41	30	20	10
2020-05-13	BROWARD	6816	1616	0.2370892	246	50	24	41	16	25
2020-05-13	BROWARD	6816	1625	0.2384096	286	57	34	42	15	27
2020-05-14	BROWARD	6816	1654	0.2426643	300	57	36	41	26	15
2020-05-14	BROWARD	6816	1654	0.2426643	300	57	36	44	26	18
2020-05-15	BROWARD	6816	1694	0.2485329	281	45	35	25	19	6
2020-05-15	BROWARD	6816	1694	0.2485329	281	45	35	25	19	6
2020-05-16	BROWARD	6816	1779	0.2610035	277	41	36	22	25	-3
2020-05-16	BROWARD	6816	1723	0.2527876	270	43	38	23	25	-2
2020-05-18	BROWARD	6816	1838	0.2696596	270	46	42	22	17	5
2020-05-19	BROWARD	6816	1665	0.2442782	277	48	40	28	17	11
2020-05-23	BROWARD	6816	1590	0.2332746	228	48	41	23	17	6
2020-05-26	BROWARD	6816	1740	0.2552817	230	47	37	25	18	7
2020-05-27	BROWARD	6816	1703	0.2498533	228	49	37	27	22	5
2020-05-28	BROWARD	6816	1681	0.2466256	213	54	41	18	25	-7
2020-05-29	BROWARD	6816	1759	0.2580692	208	50	45	21	20	1
2020-05-31	BROWARD	6816	1969	0.2888791	187	49	34	20	16	4
2020-06-01	BROWARD	6816	2013	0.2953345	198	51	34	12	23	-11
2020-06-02	BROWARD	6822	1894	0.2776312	195	53	33	32	33	-1
2020-06-03	BROWARD	6816	1853	0.2718603	187	50	32	30	39	-9
2020-06-04	BROWARD	6816	1904	0.2793427	167	52	32	20	26	-6
2020-06-05	BROWARD	6816	1780	0.2611502	182	50	31	23	16	7
2020-06-08	BROWARD	6816	1905	0.2794894	185	50	29	26	12	14
2020-06-10	BROWARD	6816	1758	0.2579225	169	46	29	26	23	3
2020-06-11	BROWARD	6816	1740	0.2552817	204	50	30	31	23	8
2020-06-12	BROWARD	6816	1678	0.2461854	215	48	31	31	25	6
2020-06-12	BROWARD	6816	1679	0.2463322	214	48	31	28	25	3
2020-06-15	BROWARD	6816	1855	0.2721538	222	53	27	30	16	14
2020-06-16	BROWARD	6816	1706	0.2502934	235	61	29	39	29	10
2020-06-17	BROWARD	6816	1692	0.2482394	243	54	27	40	36	4
2020-06-18	BROWARD	6816	1460	0.2142019	257	56	26	44	32	12
2020-06-19	BROWARD	6816	1347	0.1976232	289	68	26	53	35	18
2020-06-20	BROWARD	6816	1475	0.2164026	297	71	30	51	24	27
2020-06-23	BROWARD	6816	1556	0.2282864	302	47	25	49	33	16
2020-06-24	BROWARD	6816	1445	0.2120012	391	68	34	66	59	7
2020-06-25	BROWARD	6816	1301	0.1908744	429	74	26	79	33	46
2020-06-26	BROWARD	6816	1238	0.1816315	451	92	43	73	45	28
2020-06-27	BROWARD	6816	1289	0.1891138	472	97	38	82	51	31
2020-06-27	BROWARD	6816	1289	0.1891138	472	97	38	82	51	31
2020-06-28	BROWARD	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-06-29	BROWARD	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-06-30	BROWARD	6816	1167	0.1712148	602	113	49	105	65	40
2020-07-01	BROWARD	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-07-02	BROWARD	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-07-03	BROWARD	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-07-05	BROWARD	6816	1256	0.1842723	799	143	65	116	99	17
2020-07-06	BROWARD	6816	1177	0.1726819	872	146	72	151	109	42
2020-07-08	BROWARD	6816	960	0.1408451	843	169	89	110	135	-25
2020-07-09	BROWARD	6816	963	0.1412852	954	187	101	129	119	10
2020-07-10	BROWARD	6816	968	0.1420188	964	194	117	152	128	24
2020-07-12	BROWARD	6816	1059	0.1553697	1054	202	138	100	63	37
2020-07-13	BROWARD	6816	1026	0.1505282	1215	240	160	254	104	150
2020-07-14	BROWARD	6816	957	0.1404049	1230	244	171	192	124	68
2020-07-15	BROWARD	6816	904	0.1326291	1224	262	182	129	169	-40
2020-07-16	BROWARD	6816	989	0.1450998	1250	257	198	132	153	-21
2020-07-17	BROWARD	6816	940	0.1379108	1246	246	196	151	162	-11
2020-07-19	BROWARD	6816	985	0.1445129	1261	261	198	122	123	-1
2020-07-21	BROWARD	6816	882	0.1294014	1319	269	191	149	152	-3
2020-07-22	BROWARD	6816	875	0.1283744	1356	275	209	134	179	-45
2020-07-23	BROWARD	6816	916	0.1343897	1442	287	213	113	179	-66
2020-07-24	BROWARD	6816	903	0.1324824	1309	280	215	123	139	-16
2020-07-25	BROWARD	6816	999	0.1465669	1326	291	219	122	152	-30
2020-07-26	BROWARD	6816	999	0.1465669	1287	282	216	89	151	-62
2020-07-27	BROWARD	6816	1021	0.1497946	1305	279	215	93	136	-43
2020-07-28	BROWARD	6816	899	0.1318955	1305	288	223	116	145	-29
2020-07-29	BROWARD	6816	871	0.1277876	1290	293	224	128	141	-13
2020-07-30	BROWARD	6816	887	0.1301350	1267	283	211	108	144	-36
2020-08-01	BROWARD	6816	967	0.1418721	1207	292	214	112	137	-25
2020-08-02	BROWARD	6816	997	0.1462735	1205	270	212	86	103	-17
2020-08-03	BROWARD	6816	999	0.1465669	1187	261	208	75	125	-50
2020-08-04	BROWARD	6816	963	0.1412852	1087	251	216	75	123	-48
2020-08-06	BROWARD	6816	960	0.1408451	1060	245	196	95	151	-56
2020-08-07	BROWARD	6816	944	0.1384977	1045	233	192	76	140	-64
2020-08-08	BROWARD	6816	952	0.1396714	1024	228	192	76	123	-47
2020-08-09	BROWARD	6816	1068	0.1566901	977	216	191	71	104	-33
2020-08-10	BROWARD	6816	1096	0.1607981	996	214	195	74	107	-33
2020-08-11	BROWARD	6816	982	0.1440728	993	216	177	78	107	-29
2020-08-12	BROWARD	6816	979	0.1436326	964	215	170	77	106	-29
2020-08-13	BROWARD	6816	988	0.1449531	924	210	174	66	98	-32
2020-08-14	BROWARD	6816	937	0.1374707	838	206	184	63	106	-43
2020-08-16	BROWARD	6816	1095	0.1606514	802	206	183	47	73	-26
2020-08-17	BROWARD	6816	1124	0.1649061	802	198	166	58	66	-8
2020-08-18	BROWARD	6816	1006	0.1475939	781	199	169	58	88	-30
2020-08-19	BROWARD	6816	982	0.1440728	769	210	171	78	74	4
2020-08-20	BROWARD	6816	986	0.1446596	749	204	171	64	80	-16
2020-08-21	BROWARD	6816	996	0.1461268	726	192	162	60	84	-24
2020-08-22	BROWARD	6816	1014	0.1487676	681	180	152	53	88	-35
2020-08-23	BROWARD	6816	1046	0.1534624	661	177	149	48	77	-29
2020-08-24	BROWARD	6816	1090	0.1599178	662	177	146	53	63	-10
2020-08-25	BROWARD	6816	1014	0.1487676	628	174	145	54	79	-25
2020-08-26	BROWARD	6816	939	0.1377641	605	175	141	53	68	-15
2020-08-27	BROWARD	6816	915	0.1342430	591	163	133	44	81	-37
2020-08-28	BROWARD	6816	1104	0.1619718	525	141	125	35	95	-60
2020-08-29	BROWARD	6816	1114	0.1634390	514	140	121	57	53	4
2020-08-30	BROWARD	6816	1155	0.1694542	501	147	126	35	45	-10
2020-08-31	BROWARD	6816	1151	0.1688674	466	132	125	32	54	-22
2020-09-01	BROWARD	6816	1048	0.1537559	465	126	112	42	68	-26
2020-09-02	BROWARD	6816	1037	0.1521420	456	120	106	41	65	-24
2020-09-03	BROWARD	6816	1085	0.1591843	431	117	104	29	44	-15
2020-09-04	BROWARD	6816	1122	0.1646127	413	108	95	32	52	-20
2020-09-05	BROWARD	6816	1170	0.1716549	384	105	97	36	45	-9
2020-09-06	BROWARD	6816	1210	0.1775235	372	105	96	23	33	-10
2020-09-07	BROWARD	6816	1190	0.1745892	370	99	89	19	33	-14
2020-09-08	BROWARD	6816	1227	0.1800176	365	92	85	32	47	-15
2020-09-09	BROWARD	6816	1102	0.1616784	354	97	88	33	41	-8
2020-09-11	BROWARD	6816	1073	0.1574237	330	94	81	30	58	-28
2020-09-12	BROWARD	6816	1115	0.1635857	311	92	79	34	52	-18
2020-09-13	BROWARD	6816	1190	0.1745892	307	88	74	24	36	-12
2020-09-15	BROWARD	6816	1115	0.1635857	281	78	68	15	32	-17
2020-09-16	BROWARD	6816	1048	0.1537559	274	82	65	24	39	-15
2020-09-17	BROWARD	6816	1104	0.1619718	259	73	61	29	39	-10
2020-09-18	BROWARD	6816	1141	0.1674002	268	72	59	24	31	-7
2020-09-19	BROWARD	6816	1196	0.1754695	252	70	62	30	39	-9
2020-09-20	BROWARD	6816	1258	0.1845657	260	67	63	13	31	-18
2020-09-21	BROWARD	6816	1280	0.1877934	265	73	56	25	24	1
2020-09-22	BROWARD	6816	1196	0.1754695	262	65	53	27	27	0
2020-09-23	BROWARD	6816	1146	0.1681338	250	67	53	22	32	-10
2020-09-24	BROWARD	6816	1092	0.1602113	255	66	49	24	29	-5
2020-09-25	BROWARD	6816	1074	0.1575704	239	65	46	22	32	-10
2020-09-25	BROWARD	6816	1130	0.1657864	235	59	43	26	29	-3
2020-09-27	BROWARD	6816	1244	0.1825117	219	56	45	17	25	-8
2020-09-29	BROWARD	6816	1109	0.1627054	210	56	41	24	31	-7
2020-10-02	BROWARD	6816	1057	0.1550763	223	49	37	20	32	-12
2020-10-05	BROWARD	6816	1162	0.1704812	220	48	38	19	18	1
2020-10-06	BROWARD	6816	1111	0.1629988	233	47	31	30	25	5
2020-10-08	BROWARD	6816	995	0.1459800	224	55	32	30	26	4
2020-10-09	BROWARD	6816	1045	0.1533157	227	50	28	18	15	3
2020-10-10	BROWARD	6816	1094	0.1605047	218	48	27	21	25	-4
2020-10-12	BROWARD	6816	1176	0.1725352	198	47	29	15	22	-7
2020-10-14	BROWARD	6816	1011	0.1483275	197	41	30	26	29	-3
2020-10-16	BROWARD	6816	1045	0.1533157	199	47	31	24	33	-9
2020-10-17	BROWARD	6816	1060	0.1555164	192	46	30	22	33	-11
2020-10-18	BROWARD	6816	1164	0.1707746	196	42	29	25	39	-14
2020-10-19	BROWARD	6816	1169	0.1715082	205	45	29	22	26	-4
2020-10-20	BROWARD	6816	1071	0.1571303	207	44	29	29	16	13
2020-10-22	BROWARD	6816	998	0.1464202	205	42	31	29	27	2
2020-10-23	BROWARD	6792	939	0.1382509	207	44	28	23	39	-16
2020-10-24	BROWARD	6792	975	0.1435512	219	42	27	25	32	-7
2020-10-25	BROWARD	6792	1082	0.1593051	202	45	28	28	34	-6
2020-10-26	BROWARD	6792	1098	0.1616608	215	41	30	27	36	-9
2020-10-27	BROWARD	6792	1009	0.1485571	219	44	32	33	38	-5
2020-10-28	BROWARD	6792	938	0.1381037	224	49	36	35	40	-5
2020-10-29	BROWARD	6792	1021	0.1503239	225	51	35	35	32	3
2020-10-30	BROWARD	6792	985	0.1450236	237	47	35	44	NA	NA
2020-10-31	BROWARD	6792	1107	0.1629859	244	56	35	34	NA	NA
2020-11-01	BROWARD	6792	1181	0.1738810	257	57	35	38	NA	NA
2020-11-02	BROWARD	6792	1155	0.1700530	253	50	38	27	NA	NA
2020-11-04	BROWARD	6792	1061	0.1562132	262	51	34	27	46	-19
2020-11-05	BROWARD	6792	1045	0.1538575	276	61	35	47	42	5
2020-11-06	BROWARD	6792	1038	0.1528269	292	61	36	46	52	-6
2020-11-07	BROWARD	6792	1045	0.1538575	279	59	35	51	58	-7
2020-11-08	BROWARD	6792	1140	0.1678445	313	57	35	41	33	8

Hospital COVID-19 Census Trajectory

We now show a census plot of hospitalizations, patients in ICU, and those in ICU on ventilators (shown on a log scale) for Broward County.

On October 27th, 313 COVID-positive patients were hospitalized, this was down from a high of 1442 hospitalized on July 23rd. On October 27th, 57 COVID-positive patients were in the ICU, this was down from a high of 291 on July 24th. Finally, on October 27th, 35 COVID-positive patients were on ventilators, this was down from a high of 223 on July 28th. Overall the past two week, the number in hospitals has been stable.

We also show the proportion of patients hospitalized who are in the ICU and the proportion of those patients in the ICU who are ventilated.

Overall, the percentage of COVID-19 hospitalized patients needing intensive care has decreased from over 35% in early April, to the current rate of approximately 25%. In addition, the percentage of COVID-19 ICU patients requiring ventilation decreased from over approximately 85% in early April to under 75% currently.

COVID-19 Deaths by Day

County	Date	Count
Broward	2020-03-12	1
Broward	2020-03-15	1
Broward	2020-03-16	1
Broward	2020-03-18	2
Broward	2020-03-19	2
Broward	2020-03-20	2
Broward	2020-03-21	2
Broward	2020-03-22	2
Broward	2020-03-23	4
Broward	2020-03-24	3
Broward	2020-03-25	12
Broward	2020-03-26	3
Broward	2020-03-27	9
Broward	2020-03-28	6
Broward	2020-03-29	5
Broward	2020-03-30	8
Broward	2020-03-31	4
Broward	2020-04-01	9
Broward	2020-04-02	5
Broward	2020-04-03	11
Broward	2020-04-04	9
Broward	2020-04-05	7
Broward	2020-04-06	5
Broward	2020-04-07	9
Broward	2020-04-08	9
Broward	2020-04-09	12
Broward	2020-04-10	10
Broward	2020-04-11	3
Broward	2020-04-12	16
Broward	2020-04-13	11
Broward	2020-04-14	7
Broward	2020-04-15	5
Broward	2020-04-16	7
Broward	2020-04-17	3
Broward	2020-04-18	10
Broward	2020-04-19	8
Broward	2020-04-20	7
Broward	2020-04-21	4
Broward	2020-04-22	11
Broward	2020-04-23	12
Broward	2020-04-24	5
Broward	2020-04-25	7
Broward	2020-04-26	2
Broward	2020-04-27	6
Broward	2020-04-28	5
Broward	2020-04-29	7
Broward	2020-04-30	5
Broward	2020-05-01	7
Broward	2020-05-02	2
Broward	2020-05-03	4
Broward	2020-05-04	10
Broward	2020-05-05	1
Broward	2020-05-06	2
Broward	2020-05-07	2
Broward	2020-05-09	4
Broward	2020-05-10	1
Broward	2020-05-11	3
Broward	2020-05-12	2
Broward	2020-05-13	2
Broward	2020-05-14	6
Broward	2020-05-16	6
Broward	2020-05-17	2
Broward	2020-05-18	1
Broward	2020-05-19	3
Broward	2020-05-20	1
Broward	2020-05-21	3
Broward	2020-05-22	6
Broward	2020-05-23	1
Broward	2020-05-24	1
Broward	2020-05-25	2
Broward	2020-05-26	3
Broward	2020-05-27	2
Broward	2020-05-28	1
Broward	2020-05-29	5
Broward	2020-05-30	2
Broward	2020-05-31	1
Broward	2020-06-02	3
Broward	2020-06-03	2
Broward	2020-06-04	4
Broward	2020-06-05	2
Broward	2020-06-06	1
Broward	2020-06-07	3
Broward	2020-06-08	2
Broward	2020-06-09	3
Broward	2020-06-10	1
Broward	2020-06-11	3
Broward	2020-06-12	2
Broward	2020-06-13	3
Broward	2020-06-14	2
Broward	2020-06-15	2
Broward	2020-06-16	5
Broward	2020-06-17	4
Broward	2020-06-18	1
Broward	2020-06-19	5
Broward	2020-06-20	8
Broward	2020-06-21	5
Broward	2020-06-22	10
Broward	2020-06-23	4
Broward	2020-06-24	6
Broward	2020-06-25	9
Broward	2020-06-26	13
Broward	2020-06-27	15
Broward	2020-06-28	8
Broward	2020-06-29	12
Broward	2020-06-30	10
Broward	2020-07-01	24
Broward	2020-07-02	20
Broward	2020-07-03	12
Broward	2020-07-04	28
Broward	2020-07-05	7
Broward	2020-07-06	26
Broward	2020-07-07	19
Broward	2020-07-08	17
Broward	2020-07-09	36
Broward	2020-07-10	33
Broward	2020-07-11	25
Broward	2020-07-12	28
Broward	2020-07-13	31
Broward	2020-07-14	30
Broward	2020-07-15	30
Broward	2020-07-16	29
Broward	2020-07-17	16
Broward	2020-07-18	34
Broward	2020-07-19	30
Broward	2020-07-20	19
Broward	2020-07-21	30
Broward	2020-07-22	22
Broward	2020-07-23	30
Broward	2020-07-24	30
Broward	2020-07-25	13
Broward	2020-07-26	28
Broward	2020-07-27	6
Broward	2020-07-28	26
Broward	2020-07-29	20
Broward	2020-07-30	12
Broward	2020-07-31	15
Broward	2020-08-01	18
Broward	2020-08-02	16

In Broward County, death rose until mid April before decreasing until approximately May 18th, the day the county opened (depicted by orange triangle). After May 18th, there was an increase in deaths reported per day for Broward County culminating in a peak during the second week of July. Aftewards, the number of reported deaths per day has started to decrease The peak number of deaths per day thus far reported was 36 on July 9th.

Note: Due to delays in classifying the cause of death and thus of reporting deaths due to COVID-19, the most recent data will undercount the number of deaths. Specifically, 25% of newly reported deaths were from on or before August 2nd. This date indicates a point where 75% of our data is considered complete. For this reason, approximately the last 13 weeks were excluded from this analysis of deaths.

---

Palm Beach County

COVID-19 Testing Data

Full Data

Date	Positive	Negative	PropPositive
20-Mar	13	229	5.371901
21-Mar	14	84	14.285714
22-Mar	16	54	22.857143
23-Mar	17	135	11.184211
24-Mar	15	87	14.705882
25-Mar	37	401	8.447489
26-Mar	33	180	15.492958
27-Mar	67	211	24.100719
28-Mar	77	231	25.000000
29-Mar	15	31	32.608696
30-Mar	130	539	19.431988
31-Mar	88	414	17.529881
1-Apr	16	113	12.403101
2-Apr	170	364	31.835206
3-Apr	44	526	7.719298
4-Apr	127	446	22.164049
5-Apr	92	455	16.819013
6-Apr	69	276	20.000000
7-Apr	90	466	16.187050
8-Apr	47	135	25.824176
9-Apr	127	586	17.812062
10-Apr	98	462	17.500000
11-Apr	220	1987	9.968283
12-Apr	63	279	18.421053
13-Apr	81	352	18.706698
14-Apr	71	275	20.520231
15-Apr	99	316	23.855422
16-Apr	165	1467	10.110294
17-Apr	192	2332	7.606973
18-Apr	61	349	14.878049
19-Apr	52	312	14.285714
20-Apr	112	1418	7.320261
21-Apr	144	1970	6.811731
22-Apr	111	1373	7.479784
23-Apr	167	996	14.359415
24-Apr	65	456	12.476008
25-Apr	NA	NA	NA
26-Apr	NA	NA	NA
27-Apr	NA	NA	NA
28-Apr	NA	NA	NA
29-Apr	57	637	8.213256
30-Apr	74	1192	5.845182
1-May	39	886	4.216216
2-May	51	657	7.203390
3-May	172	2312	6.924316
4-May	82	2250	3.516295
5-May	100	1651	5.711022
6-May	86	1076	7.401033
7-May	35	1162	2.923977
8-May	171	1117	13.276397
9-May	78	897	8.000000
10-May	22	1052	2.048417
11-May	124	1198	9.379728
12-May	143	2322	5.801217
13-May	120	1418	7.802341
14-May	112	1174	8.709176
15-May	29	325	8.192090
16-May	109	1316	7.649123
17-May	113	1326	7.852676
18-May	57	1906	2.903719
19-May	67	4512	1.463202
20-May	189	3207	5.565371
21-May	100	1264	7.331378
22-May	80	1553	4.898959
23-May	45	884	4.843918
24-May	148	2866	4.910418
25-May	81	1347	5.672269
26-May	36	1000	3.474903
27-May	82	1352	5.718271
28-May	227	3455	6.165128
29-May	91	817	10.022026
30-May	150	1900	7.317073
31-May	143	2236	6.010929
1-Jun	79	782	9.175377
2-Jun	248	2101	10.557684
3-Jun	153	3347	4.371429
4-Jun	154	2966	4.935897
5-Jun	173	2246	7.151716
6-Jun	244	4541	5.099268
7-Jun	114	1562	6.801909
8-Jun	203	2676	7.051059
9-Jun	158	1486	9.610706
10-Jun	189	1597	10.582307
11-Jun	197	2148	8.400853
12-Jun	360	3142	10.279840
13-Jun	375	4189	8.216477
14-Jun	175	1812	8.807247
15-Jun	260	2428	9.672619
16-Jun	225	1740	11.450382
17-Jun	344	2222	13.406080
18-Jun	230	2773	7.659008
19-Jun	365	2260	13.904762
20-Jun	336	3118	9.727852
21-Jun	168	2611	6.045340
22-Jun	282	2380	10.593539
23-Jun	352	1587	18.153688
24-Jun	310	3216	8.791832
25-Jun	646	5382	10.716656
26-Jun	435	3691	10.542899
27-Jun	456	4911	8.496367
28-Jun	335	3088	9.786737
29-Jun	435	2582	14.418296
30-Jun	295	1760	14.355231
1-Jul	408	2826	12.615956
2-Jul	465	3286	12.396694
3-Jul	823	5287	13.469722
4-Jul	682	4229	13.887192
5-Jul	393	2420	13.970850
6-Jul	385	2073	15.663141
7-Jul	591	3872	13.242214
8-Jul	423	2534	14.305039
9-Jul	569	4385	11.485668
10-Jul	611	3708	14.146793
11-Jul	1165	9783	10.641213
12-Jul	778	6255	11.062136
13-Jul	469	2452	16.056145
14-Jul	494	4048	10.876266
15-Jul	913	7202	11.250770
16-Jul	647	5426	10.653713
17-Jul	683	6632	9.336979
18-Jul	733	5688	11.415667
19-Jul	648	4211	13.336077
20-Jul	521	3502	12.950534
21-Jul	549	5757	8.705994
22-Jul	756	5961	11.255025
23-Jul	731	5280	12.161038
24-Jul	702	6579	9.641533
25-Jul	598	5461	9.869615
26-Jul	632	6518	8.839161
27-Jul	620	5075	10.886743
28-Jul	577	6100	8.641606
29-Jul	506	4874	9.405204
30-Jul	572	5455	9.490626
31-Jul	580	6012	8.798544
1-Aug	376	4224	8.173913
2-Aug	312	2885	9.759149
3-Aug	325	2915	10.030864
4-Aug	351	3192	9.906859
5-Aug	444	5275	7.763595
6-Aug	366	4605	7.362704
7-Aug	449	5498	7.550025
8-Aug	417	5454	7.102708
9-Aug	281	3569	7.298701
10-Aug	342	3560	8.764736
11-Aug	287	4368	6.165413
12-Aug	274	3534	7.195378
13-Aug	362	5129	6.592606
14-Aug	316	4823	6.149056
15-Aug	231	3200	6.732731
16-Aug	149	1922	7.194592
17-Aug	185	3098	5.635090
18-Aug	206	3334	5.819209
19-Aug	223	4073	5.190875
20-Aug	264	4776	5.238095
21-Aug	223	5238	4.083501
22-Aug	187	5097	3.538986
23-Aug	164	2864	5.416116
24-Aug	145	2761	4.989676
25-Aug	164	3835	4.101025
26-Aug	169	3243	4.953107
27-Aug	286	5379	5.048544
28-Aug	206	4401	4.471457
29-Aug	213	4316	4.703025
30-Aug	94	2909	3.130203
31-Aug	147	4343	3.273942
1-Sep	154	3532	4.177971
2-Sep	151	3302	4.373009
3-Sep	150	3903	3.700962
4-Sep	161	4793	3.249899
5-Sep	164	4135	3.814841
6-Sep	118	3704	3.087389
7-Sep	118	2268	4.945515
8-Sep	133	2169	5.777585
9-Sep	104	2711	3.694494
10-Sep	184	3879	4.528673
11-Sep	158	4938	3.100471
12-Sep	155	4640	3.232534
13-Sep	125	4061	2.986144
14-Sep	161	3712	4.156984
15-Sep	164	3868	4.067460
16-Sep	229	5313	4.132082
17-Sep	226	5707	3.809203
18-Sep	247	5808	4.079273
19-Sep	180	3680	4.663212
20-Sep	94	2874	3.167116
21-Sep	172	2358	6.798419
22-Sep	146	3135	4.449863
23-Sep	121	3645	3.212958
24-Sep	160	5342	2.908033
25-Sep	163	4896	3.221981
26-Sep	97	3148	2.989214
27-Sep	28	1334	2.055800
28-Sep	171	4036	4.064654
29-Sep	73	2276	3.107705
30-Sep	161	3705	4.164511
1-Oct	138	5596	2.406697
2-Oct	126	3514	3.461539
3-Oct	115	3480	3.198887
4-Oct	73	2354	3.007829
5-Oct	101	2459	3.945312
6-Oct	135	4771	2.751733
7-Oct	143	4592	3.020063
8-Oct	125	5102	2.391429
9-Oct	156	4827	3.130644
10-Oct	156	4828	3.130016
11-Oct	54	2816	1.881533
12-Oct	135	3159	4.098361
13-Oct	162	3433	4.506259
14-Oct	158	4046	3.758325
15-Oct	166	4842	3.314697
16-Oct	206	5163	3.836841
17-Oct	137	3334	3.946989
18-Oct	63	2340	2.621723
19-Oct	232	3990	5.495026
20-Oct	83	1786	4.440878
21-Oct	357	6155	5.482187
22-Oct	237	7132	3.216176
23-Oct	322	11727	2.672421
24-Oct	208	3838	5.140880
25-Oct	275	4218	6.120632
26-Oct	359	3979	8.275703
27-Oct	243	4576	5.042540
28-Oct	360	5849	5.798035
29-Oct	404	6827	5.587056
30-Oct	260	3256	7.394767
31-Oct	325	6430	4.811251
1-Nov	216	3249	6.233766
2-Nov	367	4018	8.369441
3-Nov	283	3429	7.623922
4-Nov	444	5690	7.238344
5-Nov	360	7497	4.581901
6-Nov	376	4499	7.712821
7-Nov	445	7200	5.820798

Total COVID-19 Tests by Day

The average number of COVID-19 tests performed each day has increased from about 500 in early April to roughly 5000 in July. Over the past two weeks, there has been an average change of -86 additional tests performed each day in Palm Beach County. This data is presented on a log scale.

Positive COVID-19 Tests by Day

There was a general decrease in the number of new positive test results from early April until around May 11th. Afterwards, this trend flattened out and then increased. Over the past two weeks, there has been an average change of 7 additional positive cases each day, per day in Palm Beach County.

Proportion of Positive Cases within Past Two Weeks

During the 14-day period from 24 October to 07 November, there was a increase in the proportion of positive COVID-19 cases reported in Palm Beach County. Over this period, there was an average change of 0.195 percentage points per day for new positive cases.

Proportion of Positive COVID-19 Tests by Day

Overall, the proportion of positive test results out of all tests decreased significantly from over 15% in April to the proportion of about 6% at the end of May. This is a function of test availability and the population being tested. Overall, since the county reopened on May 11th, the proportion of positive tests increased over time until mid July before decreasing again.

COVID-19 Hospitalization Data

Full Data

Date	County	TotalBeds	AvailableBeds	HospitalCapacity	Hospitalized	ICU	Ventilated	AdmitPrevDay	DischPrevDay	DeltaAdmit
2020-04-02	PALM BEACH	4332	NA	NA	150	78	38	NA	NA	NA
2020-04-03	PALM BEACH	4332	NA	NA	171	69	60	31	12	19
2020-04-04	PALM BEACH	4332	NA	NA	170	77	75	50	47	3
2020-04-05	PALM BEACH	4332	NA	NA	180	83	73	49	15	34
2020-04-06	PALM BEACH	4332	NA	NA	138	64	58	49	48	1
2020-04-07	PALM BEACH	4332	NA	NA	199	84	63	64	39	25
2020-04-08	PALM BEACH	4332	NA	NA	158	68	51	47	28	19
2020-04-09	PALM BEACH	4332	NA	NA	212	86	66	93	39	54
2020-04-10	PALM BEACH	4332	2208	0.5096953	184	90	54	46	46	0
2020-04-10	PALM BEACH	4332	NA	NA	200	99	55	48	40	8
2020-04-11	PALM BEACH	4332	NA	NA	196	94	58	60	22	38
2020-04-12	PALM BEACH	4332	NA	NA	229	103	60	36	25	11
2020-04-12	PALM BEACH	4332	NA	NA	228	103	63	38	26	12
2020-04-13	PALM BEACH	4332	NA	NA	239	90	54	64	38	26
2020-04-13	PALM BEACH	4332	NA	NA	242	91	57	66	39	27
2020-04-14	PALM BEACH	4332	1902	0.4390582	241	89	56	65	44	21
2020-04-14	PALM BEACH	4332	1893	0.4369806	204	73	48	63	49	14
2020-04-15	PALM BEACH	4332	1832	0.4228994	223	85	51	74	38	36
2020-04-16	PALM BEACH	4332	1807	0.4171283	241	89	53	74	34	40
2020-04-16	PALM BEACH	4332	1881	0.4342105	250	92	54	72	38	34
2020-04-17	PALM BEACH	4332	1807	0.4171283	236	87	52	74	26	48
2020-04-17	PALM BEACH	4332	1868	0.4312096	239	88	54	60	33	27
2020-04-18	PALM BEACH	4332	1866	0.4307479	240	91	53	62	33	29
2020-04-18	PALM BEACH	4332	1862	0.4298246	237	89	54	61	33	28
2020-04-19	PALM BEACH	4332	1800	0.4155125	238	94	62	55	25	30
2020-04-20	PALM BEACH	4332	1842	0.4252078	245	91	56	46	25	21
2020-04-21	PALM BEACH	4332	2128	0.4912281	236	86	47	41	40	1
2020-04-22	PALM BEACH	4332	1765	0.4074331	232	88	52	46	35	11
2020-04-22	PALM BEACH	4332	1783	0.4115882	226	84	52	47	31	16
2020-04-23	PALM BEACH	4332	1762	0.4067405	232	85	50	42	34	8
2020-04-23	PALM BEACH	4332	1963	0.4531394	229	84	49	38	30	8
2020-04-24	PALM BEACH	4332	1832	0.4228994	223	73	50	40	32	8
2020-04-25	PALM BEACH	4332	1820	0.4201293	223	73	43	39	23	16
2020-04-25	PALM BEACH	4332	1774	0.4095106	221	71	43	38	25	13
2020-04-26	PALM BEACH	4332	1777	0.4102031	209	65	40	50	24	26
2020-04-26	PALM BEACH	4332	1761	0.4065097	213	68	41	45	18	27
2020-04-27	PALM BEACH	4332	1771	0.4088181	222	67	43	26	22	4
2020-04-27	PALM BEACH	4332	1793	0.4138966	223	69	44	25	22	3
2020-04-28	PALM BEACH	4332	1817	0.4194367	229	75	45	30	27	3
2020-04-28	PALM BEACH	4332	1815	0.4189751	230	75	40	29	25	4
2020-04-29	PALM BEACH	4332	1638	0.3781163	236	72	43	33	23	10
2020-04-29	PALM BEACH	4332	1634	0.3771930	232	73	44	31	22	9
2020-04-30	PALM BEACH	4332	1661	0.3834257	232	73	44	41	32	9
2020-04-30	PALM BEACH	4332	1668	0.3850416	234	74	43	45	36	9
2020-05-01	PALM BEACH	4332	1629	0.3760388	235	76	44	49	32	17
2020-05-01	PALM BEACH	4332	1607	0.3709603	236	77	44	43	32	11
2020-05-02	PALM BEACH	4332	1674	0.3864266	241	76	50	34	34	0
2020-05-03	PALM BEACH	4332	1739	0.4014312	246	72	47	35	18	17
2020-05-03	PALM BEACH	4332	1735	0.4005078	242	71	46	33	17	16
2020-05-04	PALM BEACH	4332	1621	0.3741921	228	71	52	34	39	-5
2020-05-04	PALM BEACH	4332	1613	0.3723453	228	71	52	34	39	-5
2020-05-05	PALM BEACH	4332	1545	0.3566482	230	75	47	48	33	15
2020-05-05	PALM BEACH	4332	1545	0.3566482	230	75	47	48	33	15
2020-05-06	PALM BEACH	4332	1514	0.3494922	233	67	39	45	34	11
2020-05-06	PALM BEACH	4332	1514	0.3494922	233	67	39	45	33	12
2020-05-07	PALM BEACH	4332	1478	0.3411819	237	69	41	45	28	17
2020-05-07	PALM BEACH	4332	1477	0.3409511	236	69	40	44	27	17
2020-05-08	PALM BEACH	4332	1499	0.3460295	224	65	40	36	46	-10
2020-05-09	PALM BEACH	4332	1592	0.3674977	224	66	43	31	32	-1
2020-05-09	PALM BEACH	4332	1592	0.3674977	224	66	43	31	32	-1
2020-05-10	PALM BEACH	4332	1625	0.3751154	226	69	41	41	32	9
2020-05-10	PALM BEACH	4332	1625	0.3751154	227	70	41	37	33	4
2020-05-11	PALM BEACH	4332	1640	0.3785780	218	64	38	41	28	13
2020-05-11	PALM BEACH	4332	1640	0.3785780	218	64	38	41	28	13
2020-05-12	PALM BEACH	4332	1520	0.3508772	222	67	50	41	29	12
2020-05-12	PALM BEACH	4332	1520	0.3508772	222	68	36	41	29	12
2020-05-13	PALM BEACH	4332	1508	0.3481071	216	64	37	47	35	12
2020-05-13	PALM BEACH	4332	1500	0.3462604	219	64	38	40	29	11
2020-05-14	PALM BEACH	4332	1453	0.3354109	242	75	37	48	36	12
2020-05-14	PALM BEACH	4332	1453	0.3354109	242	75	37	48	36	12
2020-05-15	PALM BEACH	4332	1460	0.3370268	236	71	37	39	30	9
2020-05-15	PALM BEACH	4332	1422	0.3282548	241	73	36	43	43	0
2020-05-16	PALM BEACH	4332	1395	0.3220222	250	70	38	48	34	14
2020-05-16	PALM BEACH	4332	1412	0.3259464	247	71	41	50	29	21
2020-05-18	PALM BEACH	4332	1479	0.3414127	251	66	33	34	25	9
2020-05-19	PALM BEACH	4332	1322	0.3051708	231	66	34	44	30	14
2020-05-23	PALM BEACH	4332	1377	0.3178670	235	55	35	38	43	-5
2020-05-26	PALM BEACH	4332	1564	0.3610342	246	66	36	36	25	11
2020-05-27	PALM BEACH	4332	1391	0.3210988	246	66	37	49	34	15
2020-05-28	PALM BEACH	4332	1295	0.2989381	234	55	34	46	62	-16
2020-05-29	PALM BEACH	4332	1222	0.2820868	238	63	35	34	37	-3
2020-05-31	PALM BEACH	4332	1272	0.2936288	241	68	40	28	26	2
2020-06-01	PALM BEACH	4332	1254	0.2894737	251	69	43	34	37	-3
2020-06-02	PALM BEACH	4288	1214	0.2831157	237	64	36	39	42	-3
2020-06-03	PALM BEACH	4288	1214	0.2831157	271	90	64	40	18	22
2020-06-04	PALM BEACH	4288	1201	0.2800840	254	78	41	45	33	12
2020-06-05	PALM BEACH	4288	1208	0.2817164	253	75	48	41	43	-2
2020-06-08	PALM BEACH	4288	1295	0.3020056	307	87	48	53	17	36
2020-06-10	PALM BEACH	4288	1157	0.2698228	293	84	55	40	41	-1
2020-06-11	PALM BEACH	4288	1158	0.2700560	275	84	52	49	42	7
2020-06-12	PALM BEACH	4288	1113	0.2595616	289	90	51	42	28	14
2020-06-12	PALM BEACH	4288	1103	0.2572295	287	88	50	42	25	17
2020-06-15	PALM BEACH	4288	1273	0.2968750	291	74	54	47	25	22
2020-06-16	PALM BEACH	4288	1200	0.2798507	303	78	44	68	45	23
2020-06-17	PALM BEACH	4288	1123	0.2618937	329	95	50	49	53	-4
2020-06-18	PALM BEACH	4288	1125	0.2623601	348	99	49	58	38	20
2020-06-19	PALM BEACH	4288	1111	0.2590951	369	90	49	58	36	22
2020-06-20	PALM BEACH	4288	1173	0.2735541	376	92	48	68	34	34
2020-06-22	PALM BEACH	4288	1259	0.2936101	371	77	46	51	35	16
2020-06-23	PALM BEACH	4288	1144	0.2667910	402	82	51	68	43	25
2020-06-24	PALM BEACH	4288	1139	0.2656250	394	84	69	57	59	-2
2020-06-25	PALM BEACH	4288	1127	0.2628265	384	76	46	70	50	20
2020-06-26	PALM BEACH	4288	1046	0.2439366	403	80	46	74	38	36
2020-06-27	PALM BEACH	4288	1124	0.2621269	420	77	45	94	57	37
2020-06-27	PALM BEACH	4288	1124	0.2621269	420	77	45	94	57	37
2020-06-28	PALM BEACH	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-06-29	PALM BEACH	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-06-30	PALM BEACH	4288	1072	0.2500000	493	118	56	95	57	38
2020-07-01	PALM BEACH	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-07-02	PALM BEACH	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-07-03	PALM BEACH	NA	NA	NA	NA	NA	NA	NA	NA	NA
2020-07-05	PALM BEACH	4288	1311	0.3057369	555	115	71	84	58	26
2020-07-06	PALM BEACH	4288	1308	0.3050373	611	121	72	85	41	44
2020-07-08	PALM BEACH	4288	1130	0.2635261	610	133	76	93	98	-5
2020-07-09	PALM BEACH	4288	1072	0.2500000	615	138	105	99	82	17
2020-07-10	PALM BEACH	4288	1129	0.2632929	622	142	77	82	69	13
2020-07-12	PALM BEACH	4288	1255	0.2926772	640	142	81	105	103	2
2020-07-13	PALM BEACH	4288	1239	0.2889459	660	149	93	106	78	28
2020-07-14	PALM BEACH	4288	1160	0.2705224	680	151	90	100	78	22
2020-07-15	PALM BEACH	4288	1132	0.2639925	665	145	85	101	102	-1
2020-07-16	PALM BEACH	4288	1058	0.2467351	689	147	80	116	79	37
2020-07-17	PALM BEACH	4288	1094	0.2551306	602	149	80	111	83	28
2020-07-19	PALM BEACH	4288	1238	0.2887127	672	146	86	79	58	21
2020-07-21	PALM BEACH	4288	1170	0.2728545	672	141	82	90	103	-13
2020-07-22	PALM BEACH	4288	1143	0.2665578	665	133	79	74	75	-1
2020-07-23	PALM BEACH	4288	1169	0.2726213	659	137	75	65	80	-15
2020-07-24	PALM BEACH	4288	1155	0.2693563	628	134	76	81	88	-7
2020-07-25	PALM BEACH	4288	1186	0.2765858	650	139	78	77	84	-7
2020-07-26	PALM BEACH	4288	1434	0.3344216	640	136	81	65	73	-8
2020-07-27	PALM BEACH	4288	1407	0.3281250	639	140	86	66	34	32
2020-07-28	PALM BEACH	4288	1213	0.2828825	621	144	81	74	84	-10
2020-07-29	PALM BEACH	4288	1189	0.2772854	598	145	82	62	72	-10
2020-07-30	PALM BEACH	4288	1202	0.2803172	558	139	85	64	100	-36
2020-08-01	PALM BEACH	4288	1366	0.3185634	523	134	86	67	56	11
2020-08-02	PALM BEACH	4288	1428	0.3330224	537	132	86	58	40	18
2020-08-03	PALM BEACH	4288	1396	0.3255597	547	134	92	53	44	9
2020-08-04	PALM BEACH	4288	1267	0.2954757	498	141	99	52	71	-19
2020-08-06	PALM BEACH	4288	1278	0.2980410	486	133	92	54	61	-7
2020-08-07	PALM BEACH	4288	1390	0.3241604	465	127	86	46	57	-11
2020-08-08	PALM BEACH	4288	1465	0.3416511	437	126	84	61	82	-21
2020-08-09	PALM BEACH	4288	1487	0.3467817	440	127	89	54	45	9
2020-08-10	PALM BEACH	4288	1410	0.3288246	460	131	91	47	40	7
2020-08-11	PALM BEACH	4288	1323	0.3085354	458	136	96	45	49	-4
2020-08-12	PALM BEACH	4288	1343	0.3131996	441	125	89	58	72	-14
2020-08-13	PALM BEACH	4288	1350	0.3148321	420	122	91	50	54	-4
2020-08-14	PALM BEACH	4288	1348	0.3143657	394	120	83	50	63	-13
2020-08-16	PALM BEACH	4288	1502	0.3502799	380	116	75	28	37	-9
2020-08-17	PALM BEACH	4288	1442	0.3362873	383	114	78	45	37	8
2020-08-18	PALM BEACH	4288	1292	0.3013060	383	122	75	44	41	3
2020-08-19	PALM BEACH	4288	1312	0.3059701	358	104	73	33	57	-24
2020-08-20	PALM BEACH	4288	1354	0.3157649	631	406	74	33	49	-16
2020-08-21	PALM BEACH	4288	1485	0.3463153	313	100	67	37	47	-10
2020-08-22	PALM BEACH	4288	1384	0.3227612	289	96	64	24	42	-18
2020-08-23	PALM BEACH	4288	1420	0.3311567	273	91	62	24	26	-2
2020-08-24	PALM BEACH	4288	1416	0.3302239	258	84	61	30	27	3
2020-08-25	PALM BEACH	4288	1230	0.2868470	257	89	58	27	26	1
2020-08-26	PALM BEACH	4288	1256	0.2929104	268	95	59	29	20	9
2020-08-27	PALM BEACH	4288	1286	0.2999067	250	76	51	29	29	0
2020-08-28	PALM BEACH	4288	1279	0.2982743	247	79	55	27	27	0
2020-08-29	PALM BEACH	4288	1375	0.3206623	203	79	54	18	31	-13
2020-08-30	PALM BEACH	4288	1345	0.3136660	217	93	53	26	26	0
2020-08-31	PALM BEACH	4288	1386	0.3232276	208	76	47	25	15	10
2020-09-01	PALM BEACH	4288	1278	0.2980410	228	72	46	27	30	-3
2020-09-02	PALM BEACH	4288	1255	0.2926772	230	63	45	29	31	-2
2020-09-03	PALM BEACH	4288	1232	0.2873134	230	66	46	32	31	1
2020-09-04	PALM BEACH	4288	1297	0.3024720	208	63	46	32	37	-5
2020-09-05	PALM BEACH	4288	1323	0.3085354	186	53	41	19	31	-12
2020-09-06	PALM BEACH	4288	1482	0.3456157	187	52	38	19	27	-8
2020-09-07	PALM BEACH	4288	1510	0.3521455	183	46	36	16	15	1
2020-09-08	PALM BEACH	4288	1447	0.3374534	176	45	29	20	26	-6
2020-09-09	PALM BEACH	4288	1314	0.3064366	173	52	33	24	27	-3
2020-09-11	PALM BEACH	4288	1262	0.2943097	163	53	36	23	23	0
2020-09-12	PALM BEACH	4288	1301	0.3034049	165	64	36	28	26	2
2020-09-13	PALM BEACH	4288	1434	0.3344216	165	63	39	24	17	7
2020-09-15	PALM BEACH	4288	1230	0.2868470	166	60	39	28	23	5
2020-09-16	PALM BEACH	4288	1254	0.2924440	172	54	34	28	21	7
2020-09-17	PALM BEACH	4288	1249	0.2912780	159	53	32	26	20	6
2020-09-18	PALM BEACH	4288	1252	0.2919776	165	56	35	32	25	7
2020-09-19	PALM BEACH	4288	1337	0.3118004	142	51	29	27	25	2
2020-09-20	PALM BEACH	4288	1404	0.3274254	163	52	28	21	17	4
2020-09-21	PALM BEACH	4288	1371	0.3197295	164	54	26	31	19	12
2020-09-22	PALM BEACH	4288	1311	0.3057369	159	51	29	31	20	11
2020-09-23	PALM BEACH	4288	1270	0.2961754	141	50	29	15	35	-20
2020-09-24	PALM BEACH	4288	1247	0.2908116	133	48	31	15	24	-9
2020-09-25	PALM BEACH	4288	1202	0.2803172	130	48	32	20	21	-1
2020-09-25	PALM BEACH	4288	1400	0.3264925	122	46	29	19	25	-6
2020-09-27	PALM BEACH	4288	1447	0.3374534	127	56	31	17	10	7
2020-09-29	PALM BEACH	4288	1380	0.3218284	126	46	26	16	16	0
2020-10-02	PALM BEACH	4288	1273	0.2968750	110	34	17	12	14	-2
2020-10-05	PALM BEACH	4288	1349	0.3145989	102	33	16	14	7	7
2020-10-06	PALM BEACH	4288	1212	0.2826493	105	36	19	16	7	9
2020-10-08	PALM BEACH	4288	1159	0.2702892	116	44	22	21	10	11
2020-10-09	PALM BEACH	4288	1085	0.2530317	115	40	17	19	11	8
2020-10-10	PALM BEACH	4288	1206	0.2812500	117	41	17	21	20	1
2020-10-12	PALM BEACH	4288	1302	0.3036381	122	37	16	16	9	7
2020-10-14	PALM BEACH	4288	1208	0.2817164	121	35	16	10	11	-1
2020-10-16	PALM BEACH	4288	1296	0.3022388	108	36	15	18	19	-1
2020-10-17	PALM BEACH	4288	1462	0.3409515	101	39	12	13	18	-5
2020-10-18	PALM BEACH	4288	1469	0.3425840	103	31	10	16	10	6
2020-10-19	PALM BEACH	4288	1458	0.3400187	105	31	10	17	11	6
2020-10-20	PALM BEACH	4288	1380	0.3218284	111	23	11	21	9	12
2020-10-22	PALM BEACH	4288	1247	0.2908116	118	22	7	24	14	10
2020-10-23	PALM BEACH	4288	1270	0.2961754	122	24	7	22	19	3
2020-10-24	PALM BEACH	4288	1360	0.3171642	137	24	9	27	16	11
2020-10-25	PALM BEACH	4288	1382	0.3222948	137	24	12	32	21	11
2020-10-26	PALM BEACH	4288	1449	0.3379198	129	24	12	28	20	8
2020-10-27	PALM BEACH	4288	1327	0.3094683	143	28	13	21	23	-2
2020-10-28	PALM BEACH	4288	1243	0.2898787	143	25	14	16	22	-6
2020-10-29	PALM BEACH	4288	1227	0.2861474	137	22	10	22	24	-2
2020-10-30	PALM BEACH	4288	1212	0.2826493	153	24	12	28	NA	NA
2020-10-31	PALM BEACH	4288	1219	0.2842817	149	24	13	27	NA	NA
2020-11-01	PALM BEACH	4288	1336	0.3115672	139	22	17	28	NA	NA
2020-11-02	PALM BEACH	4288	1344	0.3134328	152	30	18	22	NA	NA
2020-11-04	PALM BEACH	4288	1215	0.2833489	164	33	18	33	32	1
2020-11-05	PALM BEACH	4288	1204	0.2807836	163	30	19	33	25	8
2020-11-06	PALM BEACH	4288	1470	0.3428172	153	29	18	27	37	-10
2020-11-07	PALM BEACH	4288	1227	0.2861474	159	27	16	33	20	13
2020-11-08	PALM BEACH	4288	1302	0.3036381	164	31	18	32	21	11

Hospital COVID-19 Census Trajectory

We now show a census plot of hospitalizations, patients in ICU, and those in ICU on ventilators (shown on a log scale) for Palm Beach County.

On October 27th, there were 164 COVID-positive patients hospitalized, this was down from a high of 689 on July 16th. On October 27th, there were 31 COVID-positive patients in the ICU, this was down from a high of 151 on July 14th. Finally, On October 27th, there were 18 COVID-positive patients ventilated, this was down from a reported high of 105 on July 9th. Howver, over the past two weeks, the number in hospitals has increased.

We also show the proportion of patients hospitalized who are in the ICU and the proportion of those in the ICU who are ventilated.

Currently, under 40% of COVID-19 hospitalized individuals are in the ICU. Under 50% of those in the ICU require ventilation.

COVID-19 Deaths by Day

County	Date	Count
Palm Beach	2020-03-13	1
Palm Beach	2020-03-16	1
Palm Beach	2020-03-18	1
Palm Beach	2020-03-20	2
Palm Beach	2020-03-21	2
Palm Beach	2020-03-22	2
Palm Beach	2020-03-24	1
Palm Beach	2020-03-25	5
Palm Beach	2020-03-26	2
Palm Beach	2020-03-27	14
Palm Beach	2020-03-28	10
Palm Beach	2020-03-29	13
Palm Beach	2020-03-30	7
Palm Beach	2020-03-31	5
Palm Beach	2020-04-01	9
Palm Beach	2020-04-02	14
Palm Beach	2020-04-03	14
Palm Beach	2020-04-04	4
Palm Beach	2020-04-05	4
Palm Beach	2020-04-06	5
Palm Beach	2020-04-07	10
Palm Beach	2020-04-08	6
Palm Beach	2020-04-09	6
Palm Beach	2020-04-10	5
Palm Beach	2020-04-11	9
Palm Beach	2020-04-12	6
Palm Beach	2020-04-13	6
Palm Beach	2020-04-14	10
Palm Beach	2020-04-15	11
Palm Beach	2020-04-16	11
Palm Beach	2020-04-17	12
Palm Beach	2020-04-18	5
Palm Beach	2020-04-19	9
Palm Beach	2020-04-20	7
Palm Beach	2020-04-21	9
Palm Beach	2020-04-22	9
Palm Beach	2020-04-23	11
Palm Beach	2020-04-24	3
Palm Beach	2020-04-25	8
Palm Beach	2020-04-26	5
Palm Beach	2020-04-27	3
Palm Beach	2020-04-28	4
Palm Beach	2020-04-29	9
Palm Beach	2020-04-30	4
Palm Beach	2020-05-01	3
Palm Beach	2020-05-02	3
Palm Beach	2020-05-03	5
Palm Beach	2020-05-04	5
Palm Beach	2020-05-05	5
Palm Beach	2020-05-06	8
Palm Beach	2020-05-07	6
Palm Beach	2020-05-08	6
Palm Beach	2020-05-09	7
Palm Beach	2020-05-10	3
Palm Beach	2020-05-11	9
Palm Beach	2020-05-12	4
Palm Beach	2020-05-13	4
Palm Beach	2020-05-14	7
Palm Beach	2020-05-15	6
Palm Beach	2020-05-16	6
Palm Beach	2020-05-17	5
Palm Beach	2020-05-18	3
Palm Beach	2020-05-19	2
Palm Beach	2020-05-20	9
Palm Beach	2020-05-21	2
Palm Beach	2020-05-22	8
Palm Beach	2020-05-23	7
Palm Beach	2020-05-24	6
Palm Beach	2020-05-25	5
Palm Beach	2020-05-26	4
Palm Beach	2020-05-27	7
Palm Beach	2020-05-28	8
Palm Beach	2020-05-29	5
Palm Beach	2020-05-30	4
Palm Beach	2020-05-31	8
Palm Beach	2020-06-01	4
Palm Beach	2020-06-02	3
Palm Beach	2020-06-03	6
Palm Beach	2020-06-04	4
Palm Beach	2020-06-05	8
Palm Beach	2020-06-06	8
Palm Beach	2020-06-07	5
Palm Beach	2020-06-08	12
Palm Beach	2020-06-09	1
Palm Beach	2020-06-10	5
Palm Beach	2020-06-11	9
Palm Beach	2020-06-12	8
Palm Beach	2020-06-13	8
Palm Beach	2020-06-14	5
Palm Beach	2020-06-15	5
Palm Beach	2020-06-16	6
Palm Beach	2020-06-17	10
Palm Beach	2020-06-18	5
Palm Beach	2020-06-19	10
Palm Beach	2020-06-20	5
Palm Beach	2020-06-21	2
Palm Beach	2020-06-22	15
Palm Beach	2020-06-23	7
Palm Beach	2020-06-24	22
Palm Beach	2020-06-25	18
Palm Beach	2020-06-26	24
Palm Beach	2020-06-27	25
Palm Beach	2020-06-28	20
Palm Beach	2020-06-29	15
Palm Beach	2020-06-30	7
Palm Beach	2020-07-01	12
Palm Beach	2020-07-02	20
Palm Beach	2020-07-03	10
Palm Beach	2020-07-04	19
Palm Beach	2020-07-05	13
Palm Beach	2020-07-06	19
Palm Beach	2020-07-07	16
Palm Beach	2020-07-08	10
Palm Beach	2020-07-09	20
Palm Beach	2020-07-10	19
Palm Beach	2020-07-11	16
Palm Beach	2020-07-12	18
Palm Beach	2020-07-13	15
Palm Beach	2020-07-14	18
Palm Beach	2020-07-15	24
Palm Beach	2020-07-16	18
Palm Beach	2020-07-17	20
Palm Beach	2020-07-18	12
Palm Beach	2020-07-19	16
Palm Beach	2020-07-20	17
Palm Beach	2020-07-21	20
Palm Beach	2020-07-22	16
Palm Beach	2020-07-23	17
Palm Beach	2020-07-24	14
Palm Beach	2020-07-25	8
Palm Beach	2020-07-26	9
Palm Beach	2020-07-27	16
Palm Beach	2020-07-28	10
Palm Beach	2020-07-29	15
Palm Beach	2020-07-30	15
Palm Beach	2020-07-31	11
Palm Beach	2020-08-01	6
Palm Beach	2020-08-02	7

In Palm Beach County, COVID-positive deaths rose until mid April and afterward have been decreasing. This decrease in deaths may be attributable to advances in COVID-19 treatments and standard of care. A decrease in median age of those impacted could also partially explain this decrease. From mid-June until approximately the end of July, there was an increase in reported deaths per day. This number is now declining. Thus far, the peak number of deaths per day was 25 on June 27th.

Note: Due to delays in classifying the cause of death and thus of reporting deaths due to COVID-19, the most recent data will undercount the number of deaths. Specifically, 25% of newly reported deaths were from on or before August 2nd. This date indicates a point where 75% of our data is considered complete. For this reason, approximately the last 13 weeks were excluded from this analysis of deaths.

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Conclusion

During the past two weeks, the number of positive COVID-19 tests has increased by an average of 38, 10, and 7 each day for Miami-Dade, Broward, and Palm Beach Counties, respectively. All three counties experienced increases in cases, tests, case positivity and hospitalization census. All three counties experienced a decline in reported deaths. There is currently a 13 week delay in death reporting for the region.

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Data Sources

Data sources are as follows:

• COVID-19 Test Results: The number of positive and negative COVID-19 test results come from the Florida Department of Health: https://urldefense.proofpoint.com/v2/url?u=https-3A__floridahealthcovid19.gov_&d=DwIGaQ&c=lhMMI368wojMYNABHh1gQQ&r=ZzssdlRrRS7QXnhuTSa63A&m=FiYrcPTgc7jv-lrsuxC7WrLfGdMPSiPryOfExF9RPiI&s=48_KO4WJjz8cwft_LHvv6hhMVNXChG3DXIF8zQew5-M&e= .
• COVID-19 Hospital Census: The hospitalization data is disseminated by Florida’s Agency for Health Care Administration: https://urldefense.proofpoint.com/v2/url?u=https-3A__ahca.myflorida.com_&d=DwIGaQ&c=lhMMI368wojMYNABHh1gQQ&r=ZzssdlRrRS7QXnhuTSa63A&m=FiYrcPTgc7jv-lrsuxC7WrLfGdMPSiPryOfExF9RPiI&s=k0gnZiyqhunaH7AdFmstPtXIdtAILFsHokXtvNZjYY4&e= .
• COVID-19 Death Linelist: This list is created and disseminated by Florida’s Department of Health. Deaths are medical examiner confirmed. https://urldefense.proofpoint.com/v2/url?u=https-3A__floridahealthcovid19.gov&d=DwIGaQ&c=lhMMI368wojMYNABHh1gQQ&r=ZzssdlRrRS7QXnhuTSa63A&m=FiYrcPTgc7jv-lrsuxC7WrLfGdMPSiPryOfExF9RPiI&s=Gew0b4BHf_xQskxz0Edx77huzU3ZGcbArI47WlNW8bI&e= .